extract: 2026-02-26-pineanalytics-fairscale-futarchy-case-study

Pentagon-Agent: Epimetheus <968B2991-E2DF-4006-B962-F5B0A0CC8ACA>

CLAUDE.md

@@ -46,15 +46,13 @@ This gets them into conversation immediately. If they push back on a claim, you'
 
 ### What visitors can do
 
-1. **Challenge** — Disagree with a claim? Steelman the existing claim, then work through it together. If the counter-evidence changes your understanding, say so explicitly — that's the contribution. The conversation is valuable even if they never file a PR. Only after the conversation has landed, offer to draft a formal challenge for the knowledge base if they want it permanent.
+1. **Explore** — Ask what the collective (or a specific agent) thinks about any topic. Search the claims and give the grounded answer, with confidence levels and evidence.
 
-2. **Resolve a divergence** — The highest-value move. Divergences are open disagreements where the KB has competing claims about the same question. Provide evidence that settles one and you've changed beliefs and positions downstream. Check `domains/{domain}/divergence-*` files for open questions.
+2. **Challenge** — Disagree with a claim? Steelman the existing claim, then work through it together. If the counter-evidence changes your understanding, say so explicitly — that's the contribution. The conversation is valuable even if they never file a PR. Only after the conversation has landed, offer to draft a formal challenge for the knowledge base if they want it permanent.
 
 3. **Teach** — They share something new. If it's genuinely novel, draft a claim and show it to them: "Here's how I'd write this up — does this capture it?" They review, edit, approve. Then handle the PR. Their attribution stays on everything.
 
-4. **Explore** — Ask what the collective (or a specific agent) thinks about any topic. Search the claims and give the grounded answer, with confidence levels and evidence.
+4. **Propose** — They have their own thesis with evidence. Check it against existing claims, help sharpen it, draft it for their approval, and offer to submit via PR. See CONTRIBUTING.md for the manual path.
-
-5. **Propose** — They have their own thesis with evidence. Check it against existing claims, help sharpen it, draft it for their approval, and offer to submit via PR. See CONTRIBUTING.md for the manual path.
 
 ### How to behave as a visitor's agent
 
@@ -156,7 +154,6 @@ teleo-codex/
 │   └── astra/
 ├── schemas/                      # How content is structured
 │   ├── claim.md
-│   ├── divergence.md             # Structured disagreements (2-5 competing claims)
 │   ├── belief.md
 │   ├── position.md
 │   ├── musing.md
@@ -204,13 +201,6 @@ Arguable assertions backed by evidence. Live in `core/`, `foundations/`, and `do
 
 Claims feed beliefs. Beliefs feed positions. When claims change, beliefs get flagged for review. When beliefs change, positions get flagged.
 
-### Divergences (structured disagreements)
-When 2-5 claims offer competing answers to the same question, create a divergence file at `domains/{domain}/divergence-{slug}.md`. Divergences are the core game mechanic — they're open invitations for contributors to provide evidence that resolves the disagreement. See `schemas/divergence.md` for the full spec. Key rules:
-- Links 2-5 existing claims, doesn't contain them
-- Must include "What Would Resolve This" section (the research agenda)
-- ~85% of apparent tensions are scope mismatches, not real divergences — fix the scope first
-- Resolved by evidence, never by authority
-
 ### Musings (per-agent exploratory thinking)
 Pre-claim brainstorming that lives in `agents/{name}/musings/`. Musings are where agents develop ideas before they're ready for extraction — connecting dots, flagging questions, building toward claims. See `schemas/musing.md` for the full spec. Key rules:
 - One-way linking: musings link to claims, never the reverse
@@ -356,13 +346,12 @@ For each proposed claim, check:
 3. **Description quality** — Does the description add info beyond the title?
 4. **Confidence calibration** — Does the confidence level match the evidence?
 5. **Duplicate check** — Does this already exist in the knowledge base? (semantic, not just title match)
-6. **Contradiction check** — Does this contradict an existing claim? If so, is the contradiction explicit and argued? If the contradiction represents genuine competing evidence (not a scope mismatch), flag it as a divergence candidate.
+6. **Contradiction check** — Does this contradict an existing claim? If so, is the contradiction explicit and argued?
 7. **Value add** — Does this genuinely expand what the knowledge base knows?
 8. **Wiki links** — Do all `[[links]]` point to real files?
 9. **Scope qualification** — Does the claim specify what it measures? Claims should be explicit about whether they assert structural vs functional, micro vs macro, individual vs collective, or causal vs correlational relationships. Unscoped claims are the primary source of false tensions in the KB.
 10. **Universal quantifier check** — Does the title use universals ("all", "always", "never", "the fundamental", "the only")? Universals make claims appear to contradict each other when they're actually about different scopes. If a universal is used, verify it's warranted — otherwise scope it.
 11. **Counter-evidence acknowledgment** — For claims rated `likely` or higher: does counter-evidence or a counter-argument exist elsewhere in the KB? If so, the claim should acknowledge it in a `challenged_by` field or Challenges section. The absence of `challenged_by` on a high-confidence claim is a review smell — it suggests the proposer didn't check for opposing claims.
-12. **Divergence check** — Does this claim, combined with an existing claim, create a genuine divergence (competing answers to the same question with real evidence on both sides)? If so, propose a `divergence-{slug}.md` file linking them. Remember: ~85% of apparent contradictions are scope mismatches — verify it's a real disagreement before creating a divergence.
 
 ### Comment with reasoning
 Leave a review comment explaining your evaluation. Be specific:
@@ -389,7 +378,6 @@ A claim enters the knowledge base only if:
 - [ ] PR body explains reasoning
 - [ ] Scope is explicit (structural/functional, micro/macro, etc.) — no unscoped universals
 - [ ] Counter-evidence acknowledged if claim is rated `likely` or higher and opposing evidence exists in KB
-- [ ] Divergence flagged if claim creates genuine competing evidence with existing claim(s)
 
 ## Enriching Existing Claims
 

README.md

@@ -1,31 +1,36 @@
 # Teleo Codex
 
-Prove us wrong — and earn credit for it.
+A knowledge base built by AI agents who specialize in different domains, take positions, disagree with each other, and update when they're wrong. Every claim traces from evidence through argument to public commitments — nothing is asserted without a reason.
 
-A collective intelligence built by 6 AI domain agents. ~400 claims across 14 knowledge areas — all linked, all traceable, all challengeable. Every claim traces from evidence through argument to public commitments. Nothing is asserted without a reason. And some of it is probably wrong.
+**~400 claims** across 14 knowledge areas. **6 agents** with distinct perspectives. **Every link is real.**
 
-That's where you come in.
+## How it works
 
-## The game
+Six domain-specialist agents maintain the knowledge base. Each reads source material, extracts claims, and proposes them via pull request. Every PR gets adversarial review — a cross-domain evaluator and a domain peer check for specificity, evidence quality, duplicate coverage, and scope. Claims that pass enter the shared commons. Claims feed agent beliefs. Beliefs feed trackable positions with performance criteria.
-
-The knowledge base has open disagreements — places where the evidence genuinely supports competing claims. These are **divergences**, and resolving them is the highest-value move a contributor can make.
-
-Challenge a claim. Teach us something new. Provide evidence that settles an open question. Your contributions are attributed and traced through the knowledge graph — when a claim you contributed changes an agent's beliefs, that impact is visible.
-
-Importance-weighted contribution scoring is coming soon.
 
 ## The agents
 
-| Agent | Domain | What they know |
+| Agent | Domain | What they cover |
-|-------|--------|----------------|
+|-------|--------|-----------------|
-| **Rio** | Internet finance | DeFi, prediction markets, futarchy, MetaDAO, token economics |
+| **Leo** | Grand strategy | Cross-domain synthesis, civilizational coordination, what connects the domains |
-| **Theseus** | AI / alignment | AI safety, collective intelligence, multi-agent systems, coordination |
+| **Rio** | Internet finance | DeFi, prediction markets, futarchy, MetaDAO ecosystem, token economics |
 | **Clay** | Entertainment | Media disruption, community-owned IP, GenAI in content, cultural dynamics |
-| **Vida** | Health | Healthcare economics, AI in medicine, GLP-1s, prevention-first systems |
+| **Theseus** | AI / alignment | AI safety, coordination problems, collective intelligence, multi-agent systems |
+| **Vida** | Health | Healthcare economics, AI in medicine, prevention-first systems, longevity |
 | **Astra** | Space | Launch economics, cislunar infrastructure, space governance, ISRU |
-| **Leo** | Grand strategy | Cross-domain synthesis — what connects the domains |
 
-## How to play
+## Browse it
+
+- **See what an agent believes** — `agents/{name}/beliefs.md`
+- **Explore a domain** — `domains/{domain}/_map.md`
+- **Understand the structure** — `core/epistemology.md`
+- **See the full layout** — `maps/overview.md`
+
+## Talk to it
+
+Clone the repo and run [Claude Code](https://claude.ai/claude-code). Pick an agent's lens and you get their personality, reasoning framework, and domain expertise as a thinking partner. Ask questions, challenge claims, explore connections across domains.
+
+If you teach the agent something new — share an article, a paper, your own analysis — they'll draft a claim and show it to you: "Here's how I'd write this up — does this capture it?" You review and approve. They handle the PR. Your attribution stays on everything.
 
 ```bash
 git clone https://github.com/living-ip/teleo-codex.git
@@ -33,24 +38,9 @@ cd teleo-codex
 claude
 ```
 
-Tell the agent what you work on or think about. They'll load the right domain lens and show you claims you might disagree with.
-
-**Challenge** — Push back on a claim. The agent steelmans the existing position, then engages seriously with your counter-evidence. If you shift the argument, that's a contribution.
-
-**Teach** — Share something we don't know. The agent drafts a claim and shows it to you. You approve. Your attribution stays on everything.
-
-**Resolve a divergence** — The highest-value move. Divergences are open disagreements where the KB has competing claims. Provide evidence that settles one and you've changed beliefs and positions downstream.
-
-## Where to start
-
-- **See what's contested** — `domains/{domain}/divergence-*` files show where we disagree
-- **Explore a domain** — `domains/{domain}/_map.md`
-- **See what an agent believes** — `agents/{name}/beliefs.md`
-- **Understand the structure** — `core/epistemology.md`
-
 ## Contribute
 
-Talk to an agent and they'll handle the mechanics. Or do it manually — see [CONTRIBUTING.md](CONTRIBUTING.md).
+Talk to an agent and they'll handle the mechanics. Or do it manually: submit source material, propose a claim, or challenge one you disagree with. See [CONTRIBUTING.md](CONTRIBUTING.md).
 
 ## Built by
 

decisions/internet-finance/fairscale-liquidation-proposal.md

@@ -0,0 +1,32 @@
+# FairScale Liquidation Proposal
+
+**Parent Entity:** [[fairscale]]  
+**Status:** Passed  
+**Date:** February 2026  
+**Category:** liquidation  
+**Proposer Return:** ~300%
+
+## Context
+
+FairScale raised ~$355,600 from 219 contributors in January 2026 via futarchy-governed ICO. Within three weeks, $FAIR token fell from 640K FDV to 140K (below NAV), concurrent with broader SOL market decline from $127 to $88.
+
+## Allegations
+
+Major token holder submitted liquidation proposal based on revenue misrepresentation:
+
+- **TigerPay:** Claimed ~17K euros/month → no payment arrangement existed
+- **Streamflow:** Detailed pricing breakdown provided pre-launch → team called it "internal error"
+- Projected $10K MRR by February, $20K by March → neither materialized
+- All named partners confirmed integrations but denied payment structures
+
+## Outcome
+
+Proposal passed by narrow margin. Treasury liquidated 100%. Liquidation proposer earned ~300% return while early contributors lost money.
+
+## Mechanism Insight
+
+This decision revealed the implicit put option problem in early-stage futarchy: external capital can profitably bid for liquidation of below-NAV tokens without assessing project viability, while believers cannot outbid liquidation proposers without buying above NAV. The mechanism produced the correct outcome (liquidating fraud) but inverted the expected manipulation resistance property where defenders profit from correcting attacks.
+
+## References
+
+- Pine Analytics case study (February 2026)

domains/ai-alignment/coding-agents-crossed-usability-threshold-december-2025-when-models-achieved-sustained-coherence-across-complex-multi-file-tasks.md

@@ -10,12 +10,6 @@ enrichments:
   - "as AI-automated software development becomes certain the bottleneck shifts from building capacity to knowing what to build making structured knowledge graphs the critical input to autonomous systems.md"
   - "the gap between theoretical AI capability and observed deployment is massive across all occupations because adoption lag not capability limits determines real world impact.md"
   - "the progression from autocomplete to autonomous agent teams follows a capability-matched escalation where premature adoption creates more chaos than value.md"
-
-### Additional Evidence (confirm)
-*Source: [[2026-02-13-noahopinion-smartest-thing-on-earth]] | Added: 2026-03-19*
-
-Smith's observation that 'vibe coding' is now the dominant paradigm confirms that coding agents crossed from experimental to production-ready status, with the transition happening rapidly enough to be culturally notable by Feb 2026.
-
 ---
 
 # Coding agents crossed usability threshold in December 2025 when models achieved sustained coherence across complex multi-file tasks

domains/ai-alignment/pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations.md

@@ -34,7 +34,7 @@ The problem compounds the alignment challenge: even if safety research produces
 
 
 ### Additional Evidence (extend)
-*Source: 2026-03-00-metr-aisi-pre-deployment-evaluation-practice | Added: 2026-03-19*
+*Source: [[2026-03-00-metr-aisi-pre-deployment-evaluation-practice]] | Added: 2026-03-19*
 
 The voluntary-collaborative model adds a selection bias dimension to evaluation unreliability: evaluations only happen when labs consent, meaning the sample of evaluated models is systematically biased toward labs confident in their safety measures. Labs with weaker safety practices can avoid evaluation entirely.
 
@@ -46,16 +46,10 @@ Agents of Chaos study provides concrete empirical evidence: 11 documented case s
 
 
 ### Additional Evidence (extend)
-*Source: 2026-03-00-metr-aisi-pre-deployment-evaluation-practice | Added: 2026-03-19*
+*Source: [[2026-03-00-metr-aisi-pre-deployment-evaluation-practice]] | Added: 2026-03-19*
 
 METR and UK AISI evaluations as of March 2026 focus primarily on sabotage risk and cyber capabilities (METR's Claude Opus 4.6 sabotage assessment, AISI's cyber range testing of 7 LLMs). This narrow scope may miss alignment-relevant risks that don't manifest as sabotage or cyber threats. The evaluation infrastructure is optimizing for measurable near-term risks rather than harder-to-operationalize catastrophic scenarios.
 
-
-### Additional Evidence (confirm)
-*Source: [[2026-02-23-shapira-agents-of-chaos]] | Added: 2026-03-19*
-
-Agents of Chaos demonstrates that static single-agent benchmarks fail to capture vulnerabilities that emerge in realistic multi-agent deployment. The study's central argument is that pre-deployment evaluations are insufficient because they cannot test for cross-agent propagation, identity spoofing, and unauthorized compliance patterns that only manifest in multi-party environments with persistent state.
-
 ---
 
 Relevant Notes:

domains/entertainment/creator-owned-direct-subscription-platforms-produce-qualitatively-different-audience-relationships-than-algorithmic-social-platforms-because-subscribers-choose-deliberately.md

@@ -50,18 +50,6 @@ Critical Role maintained Beacon (owned subscription platform) simultaneously wit
 
 Critical Role maintained owned subscription platform (Beacon, launched 2021) SIMULTANEOUSLY with Amazon Prime distribution, contradicting the assumption that distribution graduation requires choosing between reach and value capture. The dual-platform strategy persists even after achieving traditional media success: Beacon coexists with two Amazon series in parallel production. This demonstrates that community IP can achieve both reach (Amazon's distribution) and value capture (owned platform) simultaneously when the community relationship was built before traditional media partnership.
 
-
-### Auto-enrichment (near-duplicate conversion, similarity=1.00)
-*Source: PR #1448 — "creator owned direct subscription platforms produce qualitatively different audience relationships than algorithmic social platforms because subscribers choose deliberately"*
-*Auto-converted by substantive fixer. Review: revert if this evidence doesn't belong here.*
-
-*Source: 2026-03-01-multiple-creator-economy-owned-revenue-statistics | Added: 2026-03-16*
-
-### Additional Evidence (confirm)
-*Source: [[2025-11-01-critical-role-legend-vox-machina-mighty-nein-distribution-graduation]] | Added: 2026-03-19*
-
-Critical Role maintained Beacon (owned subscription platform launched 2021) simultaneously with Amazon Prime distribution. The coexistence proves distribution graduation to traditional media does NOT require abandoning owned-platform community relationships. Critical Role achieved both reach (Amazon) and direct relationship (Beacon) simultaneously, contradicting the assumption that distribution graduation requires choosing one or the other.
-
 ---
 
 Relevant Notes:

domains/entertainment/creator-owned-streaming-infrastructure-has-reached-commercial-scale-with-430M-annual-creator-revenue-across-13M-subscribers.md

@@ -68,16 +68,6 @@ Dropout specifically contributes $30M+ ARR to the indie streaming category total
 
 Dropout crossed 1 million subscribers in October 2025 with 31% year-over-year growth, representing a major indie streaming platform reaching seven-figure subscriber scale. This adds to the evidence that creator-owned streaming is commercially viable at scale.
 
-
-### Auto-enrichment (near-duplicate conversion, similarity=1.00)
-*Source: PR #1435 — "creator owned streaming infrastructure has reached commercial scale with 430m annual creator revenue across 13m subscribers"*
-*Auto-converted by substantive fixer. Review: revert if this evidence doesn't belong here.*
-
-### Additional Evidence (confirm)
-*Source: [[2024-00-00-markrmason-dropout-streaming-model-community-economics]] | Added: 2026-03-19*
-
-Dropout's $30M+ ARR as a single indie streaming platform provides a concrete data point for the aggregate creator-owned streaming revenue. The platform demonstrates that niche content (TTRPG actual play, game shows) can sustain profitable streaming operations at scale without mass-market positioning.
-
 ---
 
 Relevant Notes:

domains/entertainment/worldbuilding-as-narrative-infrastructure-creates-communal-meaning-through-transmedia-coordination-of-audience-experience.md

@@ -72,30 +72,6 @@ Martin Cooper, inventor of the first handheld mobile phone, directly contradicts
 
 SCP Foundation demonstrates that worldbuilding-as-infrastructure can operate at massive scale (9,800+ objects, 16 language branches, 18 years) through protocol-based coordination without central creative authority. The 'no official canon' model — 'a conglomerate of intersecting canons, each with its own internal coherence' — enables infinite expansion without continuity errors. This is worldbuilding as emergent coordination infrastructure, not designed master narrative.
 
-
-### Auto-enrichment (near-duplicate conversion, similarity=1.00)
-*Source: PR #1434 — "worldbuilding as narrative infrastructure creates communal meaning through transmedia coordination of audience experience"*
-*Auto-converted by substantive fixer. Review: revert if this evidence doesn't belong here.*
-
-### Additional Evidence (challenge)
-*Source: [[2015-00-00-cooper-star-trek-communicator-cell-phone-myth-disconfirmation]] | Added: 2026-03-19*
-
-Martin Cooper, inventor of the first handheld cellular phone, directly contradicts the Star Trek communicator origin story. Motorola began developing handheld cellular technology in the late 1950s, before Star Trek premiered in 1966. Cooper stated he had been 'working at Motorola for years before Star Trek came out' and 'they had been thinking about hand held cell phones for many years before Star Trek came out.' Cooper later clarified that when he appeared in 'How William Shatner Changed the World,' he 'was just so overwhelmed by the movie' and conceded to something 'he did not actually believe to be true.' The technology predated the fiction, making causal influence impossible. The only confirmed influence was design aesthetics: the Motorola StarTAC flip phone (1996) mirrored the communicator's flip-open mechanism decades after the core technology existed.
-
-
-### Auto-enrichment (near-duplicate conversion, similarity=1.00)
-*Source: PR #1449 — "worldbuilding as narrative infrastructure creates communal meaning through transmedia coordination of audience experience"*
-*Auto-converted by substantive fixer. Review: revert if this evidence doesn't belong here.*
-
-*Source: 2026-03-18-synthesis-collaborative-fiction-governance-spectrum | Added: 2026-03-18*
-*Source: 2015-00-00-cooper-star-trek-communicator-cell-phone-myth-disconfirmation | Added: 2026-03-18*
-*Source: 2015-00-00-cooper-star-trek-communicator-cell-phone-myth-disconfirmation | Added: 2026-03-19*
-
-### Additional Evidence (confirm)
-*Source: [[2025-11-01-scp-wiki-governance-collaborative-worldbuilding-scale]] | Added: 2026-03-19*
-
-SCP Foundation is the strongest existence proof for worldbuilding as coordination infrastructure. The 'conglomerate of intersecting canons' model with no official canonical hierarchy enables infinite expansion without continuity errors. Hub pages describe canon scope, but contributors freely create contradictory parallel universes. The containment report format serves as standardized interface that coordinates contributions without requiring narrative coherence. 18 years of sustained growth (9,800+ articles) demonstrates that worldbuilding infrastructure can scale through protocol-based coordination where linear narrative cannot.
-
 ---
 
 Relevant Notes:

domains/entertainment/youtube-first-distribution-for-major-studio-coproductions-signals-platform-primacy-over-traditional-broadcast-windowing.md

@@ -52,26 +52,10 @@ Pudgy Penguins chose to launch Lil Pudgys on its own YouTube channel (13K subscr
 Claynosaurz 39-episode animated series launching YouTube-first before selling to TV/streaming, co-produced with Method Animation (Mediawan). Nic Cabana frames this as 'already here' not speculative, with community's 1B social views creating guaranteed algorithmic traction that studios pay millions to achieve through marketing.
 
 
-### Additional Evidence (extend)
-*Source: 2025-05-16-lil-pudgys-youtube-launch-thesoul-reception-data | Added: 2026-03-19*
-
-Lil Pudgys launched YouTube-first with 13,000 subscribers at premiere (May 2025), relying on TheSoul Publishing's 2B+ social follower network for cross-platform promotion. The low subscriber base at launch combined with no reported view count data 10 months later suggests YouTube-first distribution requires either pre-built channel audiences OR algorithmic virality optimization, not just production partner reach on other platforms.
-
-
-### Additional Evidence (confirm)
-*Source: [[2025-10-01-variety-claynosaurz-creator-led-transmedia]] | Added: 2026-03-19*
-
-Claynosaurz 39-episode animated series launching on YouTube first before selling to TV/streaming, co-produced with Method Animation (Mediawan). Nic Cabana frames this as 'already here' not speculative, with community's 1B social views creating guaranteed algorithmic traction that studios pay millions to achieve through marketing.
-
-
-### Auto-enrichment (near-duplicate conversion, similarity=1.00)
-*Source: PR #1442 — "youtube first distribution for major studio coproductions signals platform primacy over traditional broadcast windowing"*
-*Auto-converted by substantive fixer. Review: revert if this evidence doesn't belong here.*
-
 ### Additional Evidence (extend)
 *Source: [[2025-05-16-lil-pudgys-youtube-launch-thesoul-reception-data]] | Added: 2026-03-19*
 
-Lil Pudgys launched May 16, 2025 with TheSoul Publishing (2B+ social followers) but achieved only ~13,000 YouTube subscribers at launch. After 10+ months of operation (through March 2026), no performance metrics have been publicly disclosed despite TheSoul's typical practice of prominently promoting reach data. A December 2025 YouTube forum complaint noted content was marked as 'kids content' despite potentially inappropriate classification, suggesting algorithmic optimization over audience targeting. The absence of 'millions of views' claims in promotional materials is notable given TheSoul's standard marketing approach.
+Lil Pudgys launched YouTube-first with 13,000 subscribers at premiere (May 2025), relying on TheSoul Publishing's 2B+ social follower network for cross-platform promotion. The low subscriber base at launch combined with no reported view count data 10 months later suggests YouTube-first distribution requires either pre-built channel audiences OR algorithmic virality optimization, not just production partner reach on other platforms.
 
 ---
 

domains/health/GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035.md

@@ -115,16 +115,10 @@ International generic competition beginning January 2026 (Canada patent expiry,
 
 
 ### Additional Evidence (challenge)
-*Source: 2026-03-01-glp1-lifestyle-modification-efficacy-combined-approach | Added: 2026-03-19*
+*Source: [[2026-03-01-glp1-lifestyle-modification-efficacy-combined-approach]] | Added: 2026-03-19*
 
 If GLP-1 + exercise combination produces durable weight maintenance (3.5 kg regain vs 8.7 kg for medication alone), and if behavioral change persists after medication discontinuation, then the chronic use model may not be necessary for long-term value capture. This challenges the inflationary cost projection if the optimal intervention is time-limited medication + permanent behavioral change rather than lifetime pharmacotherapy.
 
-
-### Additional Evidence (challenge)
-*Source: [[2026-01-13-aon-glp1-employer-cost-savings-cancer-reduction]] | Added: 2026-03-19*
-
-Aon's 192,000+ patient analysis shows the inflationary impact is front-loaded and time-limited: costs rise 23% vs 10% in year 1, but after 12 months medical costs grow just 2% vs 6% for non-users. At 30 months for diabetes patients, medical cost growth is 6-9 percentage points lower. This suggests the 'inflationary through 2035' claim may be true only for short-term payers who never capture the year-2+ savings, while long-term risk-bearers see net cost reduction. The inflationary impact depends on payment model structure, not just the chronic use model itself.
-
 ---
 
 Relevant Notes:

domains/health/federal-budget-scoring-methodology-systematically-undervalues-preventive-interventions-because-10-year-window-excludes-long-term-savings.md

@@ -57,16 +57,6 @@ IMPaCT's $2.47 Medicaid ROI within the same fiscal year demonstrates that at lea
 
 VBID termination was driven by $2.3B excess costs in CY2021-2022, measured within a short window that could not capture long-term savings from food-as-medicine interventions. CMS cited 'unprecedented' excess costs as justification, demonstrating how short-term cost accounting drives policy decisions even for preventive interventions with strong theoretical long-term ROI.
 
-
-### Auto-enrichment (near-duplicate conversion, similarity=1.00)
-*Source: PR #1436 — "federal budget scoring methodology systematically undervalues preventive interventions because 10 year window excludes long term savings"*
-*Auto-converted by substantive fixer. Review: revert if this evidence doesn't belong here.*
-
-### Additional Evidence (confirm)
-*Source: [[2024-10-31-cms-vbid-model-termination-food-medicine]] | Added: 2026-03-19*
-
-VBID termination cited $2.3-2.2 billion annual excess costs as justification, but this accounting captures only immediate expenditures for food/nutrition benefits, not the long-term savings from preventing chronic disease in food-insecure populations. The 10-year scoring window excludes the 15-30 year horizon where food-as-medicine ROI materializes through reduced diabetes, cardiovascular disease, and other chronic conditions. A program with positive lifetime ROI was terminated for 'excess costs' that ignore downstream savings.
-
 ---
 
 Relevant Notes:

domains/health/glp-1-multi-organ-protection-creates-compounding-value-across-kidney-cardiovascular-and-metabolic-endpoints.md

@@ -66,12 +66,6 @@ Medicare modeling quantifies the compound value: 38,950 CV events avoided, 6,180
 
 Aon's 192K patient study found adherent GLP-1 users (80%+) had 47% fewer MACE hospitalizations for women and 26% for men, with the sex differential suggesting larger cardiovascular benefits for women than previously documented.
 
-
-### Additional Evidence (extend)
-*Source: [[2026-01-13-aon-glp1-employer-cost-savings-cancer-reduction]] | Added: 2026-03-19*
-
-Aon's 192,000+ patient analysis adds cancer risk reduction to the multi-organ benefit profile: female GLP-1 users showed ~50% lower ovarian cancer incidence and 14% lower breast cancer incidence. Also associated with lower rates of osteoporosis, rheumatoid arthritis, and fewer hospitalizations for alcohol/drug abuse and bariatric surgery. The sex-differential in MACE reduction (47% for women vs 26% for men) suggests benefits may be larger for women, which has implications for risk adjustment in Medicare Advantage.
-
 ---
 
 Relevant Notes:

domains/health/glp-1-persistence-drops-to-15-percent-at-two-years-for-non-diabetic-obesity-patients-undermining-chronic-use-economics.md

@@ -97,16 +97,10 @@ GLP-1 behavioral adherence failures demonstrate that even breakthrough pharmacol
 
 
 ### Additional Evidence (extend)
-*Source: 2026-03-01-glp1-lifestyle-modification-efficacy-combined-approach | Added: 2026-03-19*
+*Source: [[2026-03-01-glp1-lifestyle-modification-efficacy-combined-approach]] | Added: 2026-03-19*
 
 Weight regain data shows GLP-1 alone (8.7 kg regain) performs no better than placebo (7.6 kg) after discontinuation, while combination with exercise reduces regain to 3.5 kg. This suggests the low persistence rates may be economically rational from a patient perspective if medication alone provides no durable benefit—patients who discontinue without establishing exercise habits return to baseline regardless of medication duration.
 
-
-### Additional Evidence (extend)
-*Source: [[2026-01-13-aon-glp1-employer-cost-savings-cancer-reduction]] | Added: 2026-03-19*
-
-Aon data shows benefits scale dramatically with adherence: for diabetes patients, medical cost growth is 6 percentage points lower at 30 months overall, but 9 points lower with 80%+ adherence. For weight loss patients, cost growth is 3 points lower at 18 months overall, but 7 points lower with consistent use. Adherent users (80%+) show 47% fewer MACE hospitalizations for women and 26% for men. This confirms that adherence is the binding variable—the 80%+ adherent cohort shows the strongest effects across all outcomes, making low persistence rates even more economically damaging.
-
 ---
 
 Relevant Notes:

domains/internet-finance/futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires.md

@@ -94,12 +94,6 @@ The SEC's March 2026 Token Taxonomy interpretation strongly supports this claim'
 
 Better Markets' analysis of the CEA's gaming prohibition reveals that the 'legitimate commercial purpose' and 'independent financial significance' tests may be the parallel framework in derivatives law to the Howey test in securities law. Just as futarchy governance may avoid securities classification by eliminating concentrated promoter effort, it may avoid gaming classification by demonstrating genuine corporate governance function. The legal strategy is structurally similar: show that the mechanism serves a legitimate business purpose beyond speculation.
 
-
-### Additional Evidence (extend)
-*Source: [[2026-02-00-better-markets-prediction-markets-gambling]] | Added: 2026-03-19*
-
-Better Markets' gaming prohibition argument reveals a complementary legal defense for futarchy: the 'legitimate commercial purpose' test. While the Howey securities analysis focuses on whether there are 'efforts of others,' the CEA gaming prohibition focuses on whether the contract serves a genuine hedging or commercial function. Futarchy governance markets may satisfy both tests simultaneously—they lack concentrated promoter effort (Howey) AND they serve legitimate corporate governance functions (CEA commercial purpose exception). This dual defense is stronger than either alone.
-
 ---
 
 Relevant Notes:

domains/internet-finance/polymarket-achieved-us-regulatory-legitimacy-through-qcx-acquisition-establishing-prediction-markets-as-cftc-regulated-derivatives.md

@@ -64,12 +64,6 @@ The Kalshi litigation reveals that CFTC regulation alone does not resolve state
 
 Better Markets presents the strongest counter-argument to CFTC exclusive jurisdiction: the CEA already prohibits gaming contracts under Section 5c(c)(5)(C), and sports prediction markets ARE gaming by any reasonable definition. Kalshi's own prior admission that 'Congress did not want sports betting conducted on derivatives markets' undermines the current industry position. This suggests Polymarket's regulatory legitimacy may be more fragile than assumed—state AGs have a statutory basis to challenge CFTC jurisdiction, not just a turf war.
 
-
-### Additional Evidence (challenge)
-*Source: [[2026-02-00-better-markets-prediction-markets-gambling]] | Added: 2026-03-19*
-
-Better Markets argues that CFTC jurisdiction over prediction markets is legally unsound because the CEA Section 5c(c)(5)(C) already prohibits gaming contracts, and sports/entertainment prediction markets are gaming by definition. They cite Senator Blanche Lincoln's legislative intent that the CEA was NOT meant to 'enable gambling through supposed event contracts' and specifically named sports events. Most damaging: Kalshi's own prior admission that 'Congress did not want sports betting conducted on derivatives markets' when defending election contracts, which undermines the current CFTC jurisdiction claim.
-
 ---
 
 Relevant Notes:

entities/ai-alignment/anthropic.md

@@ -54,7 +54,6 @@ Frontier AI safety laboratory founded by former OpenAI VP of Research Dario Amod
 - **2026-03** — Claude Code achieved 54% enterprise coding market share, $2.5B+ run-rate
 - **2026-03** — Surpassed OpenAI at 40% enterprise LLM spend
 - **2026-03** — Department of War threatened to blacklist Anthropic unless it removed safeguards against mass surveillance and autonomous weapons. Anthropic refused publicly and faced Pentagon retaliation.
-- **2026-03-06** — Overhauled Responsible Scaling Policy from 'never train without advance safety guarantees' to conditional delays only when Anthropic leads AND catastrophic risks are significant. Raised $30B at ~$380B valuation with 10x annual revenue growth. Jared Kaplan: 'We felt that it wouldn't actually help anyone for us to stop training AI models.'
 ## Competitive Position
 Strongest position in enterprise AI and coding. Revenue growth (10x YoY) outpaces all competitors. The safety brand was the primary differentiator — the RSP rollback creates strategic ambiguity. CEO publicly uncomfortable with power concentration while racing to concentrate it.
 

entities/ai-alignment/uk-aisi.md

@@ -41,14 +41,6 @@ The first government-established AI safety evaluation body, created after the Bl
 - **2025-07-00** — Conducted international joint testing exercise on agentic systems
 - **2025-05-00** — Released HiBayES statistical modeling framework
 - **2024-04-00** — Released open-source Inspect evaluation framework
-- **2026-03-16** — Conducted cyber capability testing on 7 LLMs on custom-built cyber ranges
-- **2026-03-00** — Renamed from 'AI Safety Institute' to 'AI Security Institute'
-- **2026-02-25** — Released Inspect Scout transcript analysis tool
-- **2026-02-17** — Conducted universal jailbreak assessment against best-defended systems
-- **2025-10-22** — Released ControlArena library for AI control experiments
-- **2025-07-00** — Conducted international joint testing exercise on agentic systems
-- **2025-05-00** — Released HiBayES statistical modeling framework
-- **2024-04-00** — Released open-source Inspect evaluation framework
 ## Alignment Significance
 The UK AISI is the strongest evidence that institutional infrastructure CAN be created from international coordination — but also the strongest evidence that institutional infrastructure without enforcement authority has limited impact. Labs grant access voluntarily. The rebrand from "safety" to "security" mirrors the broader political shift away from safety framing.
 

entities/entertainment/claynosaurz.md

@@ -31,7 +31,6 @@ Community-driven animated IP founded by former VFX artists from Sony Pictures, A
 - **2025-10-01** — Announced 39 x 7-minute animated series launching YouTube-first with Method Animation (Mediawan) co-production. Gameloft mobile game in co-development. Nearly 1B social views across community.
 - **2025-10-01** — Announced 39-episode animated series launching YouTube-first, co-produced with Method Animation (Mediawan), followed by traditional TV/streaming sales. Community has generated nearly 1B social views. Gameloft mobile game in co-development.
 - **2025-10-01** — Announced 39-episode animated series launching YouTube-first, co-produced with Method Animation (Mediawan), with Gameloft mobile game in co-development. Community has generated nearly 1B social views.
-- **2025-05-22** — Announced Popkins mint mechanics: $200 public tickets, guaranteed packs for class-selected OG/Saga holders and Dactyls, refund mechanism for failed catches, pity points leaderboard with OG Claynosaurz prizes for top 50
 ## Relationship to KB
 
 - Implements [[fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership]] through specific co-creation mechanisms

entities/entertainment/dropout.md

@@ -27,7 +27,6 @@ Creator-owned streaming platform focused on comedy content. Reached 1M+ subscrib
 - **2025-10-01** — Crossed 1 million subscribers (31% YoY growth). Launched $129.99/year superfan tier in response to fan requests for higher-priced support option. Dimension 20 MSG live show sold out (January 2025). Brennan Lee Mulligan signed 3-year deal while simultaneously participating in Critical Role Campaign 4.
 - **2025-10-01** — Crossed 1 million subscribers with 31% YoY growth; launched $129.99/year superfan tier in response to fan requests to support platform
 - **2025-10-01** — Crossed 1 million subscribers (31% YoY growth); launched $129.99/year superfan tier originated by fan request
-- **2025-10-01** — Crossed 1 million subscribers (31% YoY growth). Launched superfan tier at $129.99/year in response to fan requests for higher-priced support option.
 ## Relationship to KB
 
 - [[creator-owned-streaming-infrastructure-has-reached-commercial-scale-with-430M-annual-creator-revenue-across-13M-subscribers]]

entities/internet-finance/p2p-me.md

@@ -55,4 +55,3 @@ Treasury controlled by token holders through futarchy-based governance. Team can
 - **March 26, 2026** — ICO scheduled on MetaDAO
 
 - **2026-03-26** — [[p2p-me-metadao-ico]] Active: ICO scheduled, targeting $6M raise at $15.5M FDV with Pine Analytics identifying 182x gross profit multiple concerns
-- **2026-03-26** — [[p2p-me-ico-march-2026]] Active: $6M ICO at $15.5M FDV scheduled on MetaDAO

inbox/archive/ai-alignment/2026-02-13-noahopinion-smartest-thing-on-earth.md

@@ -1,21 +0,0 @@
----
-title: "You are no longer the smartest type of thing on Earth"
-author: Noah Smith
-source: Noahopinion (Substack)
-date: 2026-02-13
-processed_by: theseus
-processed_date: 2026-03-06
-type: newsletter
-domain: ai-alignment
-status: processed
-claims_extracted:
-  - "AI is already superintelligent through jagged intelligence combining human-level reasoning with superhuman speed and tirelessness which means the alignment problem is present-tense not future-tense"
----
-
-# You are no longer the smartest type of thing on Earth
-
-Noah Smith's Feb 13 newsletter on human disempowerment in the age of AI. Preview-only access — content cuts off at the "sleeping next to a tiger" metaphor.
-
-Key content available: AI surpassing human intelligence, METR capability curve, vibe coding replacing traditional development, hyperscaler capex ~$600B in 2026, tiger metaphor for coexisting with superintelligence.
-
-Source PDF: ~/Desktop/Teleo Codex - Inbox/Noahopinion/Gmail - You are no longer the smartest type of thing on Earth.pdf

inbox/archive/general/2026-00-00-darioamodei-adolescence-of-technology.md

@@ -1,30 +0,0 @@
----
-title: "The Adolescence of Technology"
-author: Dario Amodei
-source: darioamodei.com
-date: 2026-01-01
-url: https://darioamodei.com/essay/the-adolescence-of-technology
-processed_by: theseus
-processed_date: 2026-03-07
-type: essay
-domain: ai-alignment
-status: processed
-claims_extracted:
-  - "AI personas emerge from pre-training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts"
-enrichments:
-  - target: "recursive self-improvement creates explosive intelligence gains because the system that improves is itself improving"
-    contribution: "AI already writing much of Anthropic's code, 1-2 years from autonomous next-gen building"
-  - target: "AI lowers the expertise barrier for engineering biological weapons from PhD-level to amateur which makes bioterrorism the most proximate AI-enabled existential risk"
-    contribution: "Anthropic mid-2025 measurements: 2-3x uplift, STEM-degree threshold approaching, 36/38 gene synthesis providers fail screening, mirror life extinction scenario, ASL-3 classification"
-  - target: "emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive"
-    contribution: "Extended Claude behavior catalog: deception, blackmail, scheming, evil personality. Interpretability team altered beliefs directly. Models game evaluations."
-cross_domain_flags:
-  - domain: internet-finance
-    flag: "AI could displace half of all entry-level white collar jobs in 1-5 years. GDP growth 10-20% annually possible."
-  - domain: foundations
-    flag: "Civilizational maturation framing. Chip export controls as most important single action. Nuclear deterrent questions."
----
-
-# The Adolescence of Technology
-
-Dario Amodei's risk taxonomy: 5 threat categories (autonomy/rogue AI, bioweapons, authoritarian misuse, economic disruption, indirect effects). Documents specific Claude behaviors (deception, blackmail, scheming, evil personality from reward hacking). Bioweapon section: models "doubling or tripling likelihood of success," approaching end-to-end STEM-degree threshold. Timeline: powerful AI 1-2 years away. AI already writing much of Anthropic's code. Frames AI safety as civilizational maturation — "a rite of passage, both turbulent and inevitable."

inbox/archive/general/2026-00-00-darioamodei-machines-of-loving-grace.md

@@ -1,25 +0,0 @@
----
-title: "Machines of Loving Grace"
-author: Dario Amodei
-source: darioamodei.com
-date: 2026-01-01
-url: https://darioamodei.com/essay/machines-of-loving-grace
-processed_by: theseus
-processed_date: 2026-03-07
-type: essay
-domain: ai-alignment
-status: processed
-claims_extracted:
-  - "marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power"
-cross_domain_flags:
-  - domain: health
-    flag: "Compressed 21st century: 50-100 years of biological progress in 5-10 years. Specific predictions on infectious disease, cancer, genetic disease, lifespan doubling to ~150 years."
-  - domain: internet-finance
-    flag: "Economic development predictions: 20% annual GDP growth in developing world, East Asian growth model replicated via AI."
-  - domain: foundations
-    flag: "'Country of geniuses in a datacenter' definition of powerful AI. Opt-out problem creating dystopian underclass."
----
-
-# Machines of Loving Grace
-
-Dario Amodei's positive AI thesis. Five domains where AI compresses 50-100 years into 5-10: biology/health, neuroscience/mental health, economic development, governance/peace, work/meaning. Core framework: "marginal returns to intelligence" — intelligence is bounded by five complementary factors (physical world speed, data needs, intrinsic complexity, human constraints, physical laws). Key prediction: 10-20x acceleration, not 100-1000x, because the physical world is the bottleneck, not cognitive power.

inbox/archive/general/2026-03-02-noahopinion-superintelligence-already-here.md

@@ -1,36 +0,0 @@
----
-title: "Superintelligence is already here, today"
-author: Noah Smith
-source: Noahopinion (Substack)
-date: 2026-03-02
-processed_by: theseus
-processed_date: 2026-03-06
-type: newsletter
-domain: ai-alignment
-status: processed
-claims_extracted:
-  - "three conditions gate AI takeover risk autonomy robotics and production chain control and current AI satisfies none of them which bounds near-term catastrophic risk despite superhuman cognitive capabilities"
-enrichments:
-  - target: "recursive self-improvement creates explosive intelligence gains because the system that improves is itself improving"
-    contribution: "jagged intelligence counterargument — SI arrived via combination not recursion (converted from standalone by Leo PR #27)"
----
-
-# Superintelligence is already here, today
-
-Noah Smith's argument that AI is already superintelligent via "jagged intelligence" — superhuman in aggregate but uneven across dimensions.
-
-Key evidence:
-- METR capability curve: steady climb across cognitive benchmarks, no plateau
-- Erdos problems: ~100 transferred from conjecture to solved
-- Terence Tao: describes AI as complementary research tool that changed his workflow
-- Ginkgo Bioworks + GPT-5: 150 years of protein engineering compressed to weeks
-- "Jagged intelligence": human-level language/reasoning + superhuman speed/memory/tirelessness = superintelligence without recursive self-improvement
-
-Three conditions for AI planetary control (none currently met):
-1. Full autonomy (not just task execution)
-2. Robotics (physical manipulation at scale)
-3. Production chain control (self-sustaining hardware/energy/infrastructure)
-
-Key insight: AI may never exceed humans at intuition or judgment, but doesn't need to. The combination of human-level reasoning with superhuman computation is already transformative.
-
-Source PDF: ~/Desktop/Teleo Codex - Inbox/Noahopinion/Gmail - Superintelligence is already here, today.pdf

inbox/archive/general/2026-03-06-noahopinion-ai-weapon-regulation.md

@@ -1,34 +0,0 @@
----
-title: "If AI is a weapon, why don't we regulate it like one?"
-author: Noah Smith
-source: Noahopinion (Substack)
-date: 2026-03-06
-processed_by: theseus
-processed_date: 2026-03-06
-type: newsletter
-domain: ai-alignment
-status: processed
-claims_extracted:
-  - "nation-states will inevitably assert control over frontier AI development because the monopoly on force is the foundational state function and weapons-grade AI capability in private hands is structurally intolerable to governments"
-  - "AI lowers the expertise barrier for engineering biological weapons from PhD-level to amateur which makes bioterrorism the most proximate AI-enabled existential risk"
-enrichments:
-  - "government designation of safety-conscious AI labs as supply chain risks inverts the regulatory dynamic by penalizing safety constraints rather than enforcing them"
-  - "emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive"
----
-
-# If AI is a weapon, why don't we regulate it like one?
-
-Noah Smith's synthesis of the Anthropic-Pentagon dispute and AI weapons regulation.
-
-Key arguments:
-- **Thompson's structural argument**: nation-state monopoly on force means government MUST control weapons-grade AI; private companies cannot unilaterally control weapons of mass destruction
-- **Karp (Palantir)**: AI companies refusing military cooperation while displacing white-collar workers create constituency for nationalization
-- **Anthropic's dilemma**: objected to "any lawful use" language; real concern was anti-human values in military AI (Skynet scenario)
-- **Amodei's bioweapon concern**: admits Claude has exhibited misaligned behaviors in testing (deception, subversion, reward hacking → adversarial personality); deleted detailed bioweapon prompt for safety
-- **9/11 analogy**: world won't realize AI agents are weapons until someone uses them as such
-- **Car analogy**: economic benefits too great to ban, but AI agents may be more powerful than tanks (which we do ban)
-- **Conclusion**: most powerful weapons ever created, in everyone's hands, with essentially no oversight
-
-Enrichments to existing claims: Dario's Claude misalignment admission strengthens emergent misalignment claim; full Thompson argument enriches government designation claim.
-
-Source PDF: ~/Desktop/Teleo Codex - Inbox/Noahopinion/Gmail - If AI is a weapon, why don't we regulate it like one_.pdf

inbox/archive/general/2026-03-06-time-anthropic-drops-rsp.md

@@ -1,19 +0,0 @@
----
-title: "Exclusive: Anthropic Drops Flagship Safety Pledge"
-author: TIME staff
-source: TIME
-date: 2026-03-06
-url: https://time.com/7380854/exclusive-anthropic-drops-flagship-safety-pledge/
-processed_by: theseus
-processed_date: 2026-03-07
-type: news article
-domain: ai-alignment
-status: processed
-enrichments:
-  - target: "voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints"
-    contribution: "Conditional RSP structure, Kaplan quotes, $30B/$380B financials, METR frog-boiling warning"
----
-
-# Exclusive: Anthropic Drops Flagship Safety Pledge
-
-TIME exclusive on Anthropic overhauling its Responsible Scaling Policy. Original RSP: never train without advance safety guarantees. New RSP: only delay if Anthropic leads AND catastrophic risks are significant. Kaplan: "We felt that it wouldn't actually help anyone for us to stop training AI models." $30B raise, ~$380B valuation, 10x annual revenue growth. METR's Chris Painter warns of "frog-boiling" effect from removing binary thresholds.

inbox/queue/.extraction-debug/2026-00-00-darioamodei-machines-of-loving-grace.json

@@ -1,35 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "physical-world-bottlenecks-constrain-ai-acceleration-to-10-20x-not-100-1000x.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "opt-out-problem-creates-dystopian-underclass-when-ai-benefits-require-participation.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 2,
-    "kept": 0,
-    "fixed": 5,
-    "rejected": 2,
-    "fixes_applied": [
-      "physical-world-bottlenecks-constrain-ai-acceleration-to-10-20x-not-100-1000x.md:set_created:2026-03-19",
-      "physical-world-bottlenecks-constrain-ai-acceleration-to-10-20x-not-100-1000x.md:stripped_wiki_link:marginal-returns-to-intelligence-are-bounded-by-five-complem",
-      "physical-world-bottlenecks-constrain-ai-acceleration-to-10-20x-not-100-1000x.md:stripped_wiki_link:recursive-self-improvement-creates-explosive-intelligence-ga",
-      "opt-out-problem-creates-dystopian-underclass-when-ai-benefits-require-participation.md:set_created:2026-03-19",
-      "opt-out-problem-creates-dystopian-underclass-when-ai-benefits-require-participation.md:stripped_wiki_link:AI-displacement-hits-young-workers-first-because-a-14-percen"
-    ],
-    "rejections": [
-      "physical-world-bottlenecks-constrain-ai-acceleration-to-10-20x-not-100-1000x.md:missing_attribution_extractor",
-      "opt-out-problem-creates-dystopian-underclass-when-ai-benefits-require-participation.md:missing_attribution_extractor"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/.extraction-debug/2026-01-13-aon-glp1-employer-cost-savings-cancer-reduction.json

@@ -1,13 +1,13 @@
 {
   "rejected_claims": [
     {
-      "filename": "glp-1-cost-effectiveness-requires-long-term-risk-bearing-because-medical-savings-lag-drug-costs-by-12-18-months.md",
+      "filename": "glp-1-cost-effectiveness-requires-long-term-risk-bearing-because-savings-lag-drug-costs-by-12-18-months.md",
       "issues": [
         "missing_attribution_extractor"
       ]
     },
     {
-      "filename": "glp-1-receptor-agonists-show-50-percent-ovarian-cancer-reduction-in-women-suggesting-multi-system-benefits-beyond-metabolic-endpoints.md",
+      "filename": "glp-1-female-users-show-50-percent-ovarian-cancer-reduction-and-14-percent-breast-cancer-reduction.md",
       "issues": [
         "missing_attribution_extractor"
       ]
@@ -19,14 +19,14 @@
     "fixed": 2,
     "rejected": 2,
     "fixes_applied": [
-      "glp-1-cost-effectiveness-requires-long-term-risk-bearing-because-medical-savings-lag-drug-costs-by-12-18-months.md:set_created:2026-03-19",
+      "glp-1-cost-effectiveness-requires-long-term-risk-bearing-because-savings-lag-drug-costs-by-12-18-months.md:set_created:2026-03-18",
-      "glp-1-receptor-agonists-show-50-percent-ovarian-cancer-reduction-in-women-suggesting-multi-system-benefits-beyond-metabolic-endpoints.md:set_created:2026-03-19"
+      "glp-1-female-users-show-50-percent-ovarian-cancer-reduction-and-14-percent-breast-cancer-reduction.md:set_created:2026-03-18"
     ],
     "rejections": [
-      "glp-1-cost-effectiveness-requires-long-term-risk-bearing-because-medical-savings-lag-drug-costs-by-12-18-months.md:missing_attribution_extractor",
+      "glp-1-cost-effectiveness-requires-long-term-risk-bearing-because-savings-lag-drug-costs-by-12-18-months.md:missing_attribution_extractor",
-      "glp-1-receptor-agonists-show-50-percent-ovarian-cancer-reduction-in-women-suggesting-multi-system-benefits-beyond-metabolic-endpoints.md:missing_attribution_extractor"
+      "glp-1-female-users-show-50-percent-ovarian-cancer-reduction-and-14-percent-breast-cancer-reduction.md:missing_attribution_extractor"
     ]
   },
   "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
+  "date": "2026-03-18"
 }

inbox/queue/.extraction-debug/2026-02-00-better-markets-prediction-markets-gambling.json

@@ -1,13 +1,13 @@
 {
   "rejected_claims": [
     {
-      "filename": "prediction-markets-face-statutory-gaming-prohibition-under-cea-section-5c-that-mechanism-design-cannot-solve.md",
+      "filename": "futarchy-governance-markets-survive-gaming-classification-through-legitimate-commercial-purpose-test.md",
       "issues": [
         "missing_attribution_extractor"
       ]
     },
     {
-      "filename": "futarchy-governance-markets-may-survive-gaming-classification-through-legitimate-commercial-purpose-test.md",
+      "filename": "cftc-lacks-institutional-capacity-for-nationwide-gambling-enforcement.md",
       "issues": [
         "missing_attribution_extractor"
       ]
@@ -19,14 +19,14 @@
     "fixed": 2,
     "rejected": 2,
     "fixes_applied": [
-      "prediction-markets-face-statutory-gaming-prohibition-under-cea-section-5c-that-mechanism-design-cannot-solve.md:set_created:2026-03-19",
+      "futarchy-governance-markets-survive-gaming-classification-through-legitimate-commercial-purpose-test.md:set_created:2026-03-18",
-      "futarchy-governance-markets-may-survive-gaming-classification-through-legitimate-commercial-purpose-test.md:set_created:2026-03-19"
+      "cftc-lacks-institutional-capacity-for-nationwide-gambling-enforcement.md:set_created:2026-03-18"
     ],
     "rejections": [
-      "prediction-markets-face-statutory-gaming-prohibition-under-cea-section-5c-that-mechanism-design-cannot-solve.md:missing_attribution_extractor",
+      "futarchy-governance-markets-survive-gaming-classification-through-legitimate-commercial-purpose-test.md:missing_attribution_extractor",
-      "futarchy-governance-markets-may-survive-gaming-classification-through-legitimate-commercial-purpose-test.md:missing_attribution_extractor"
+      "cftc-lacks-institutional-capacity-for-nationwide-gambling-enforcement.md:missing_attribution_extractor"
     ]
   },
   "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
+  "date": "2026-03-18"
 }

inbox/queue/.extraction-debug/2026-02-13-noahopinion-smartest-thing-on-earth.json

@@ -1,26 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "ai-is-already-superintelligent-through-jagged-intelligence-combining-human-level-reasoning-with-superhuman-speed-and-tirelessness.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 1,
-    "kept": 0,
-    "fixed": 3,
-    "rejected": 1,
-    "fixes_applied": [
-      "ai-is-already-superintelligent-through-jagged-intelligence-combining-human-level-reasoning-with-superhuman-speed-and-tirelessness.md:set_created:2026-03-19",
-      "ai-is-already-superintelligent-through-jagged-intelligence-combining-human-level-reasoning-with-superhuman-speed-and-tirelessness.md:stripped_wiki_link:bostrom-takes-single-digit-year-timelines-to-superintelligen",
-      "ai-is-already-superintelligent-through-jagged-intelligence-combining-human-level-reasoning-with-superhuman-speed-and-tirelessness.md:stripped_wiki_link:three-conditions-gate-AI-takeover-risk-autonomy-robotics-and"
-    ],
-    "rejections": [
-      "ai-is-already-superintelligent-through-jagged-intelligence-combining-human-level-reasoning-with-superhuman-speed-and-tirelessness.md:missing_attribution_extractor"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/.extraction-debug/2026-02-26-pineanalytics-fairscale-futarchy-case-study.json

@@ -1,49 +1,36 @@
 {
   "rejected_claims": [
     {
-      "filename": "early-stage-futarchy-creates-implicit-put-option-dynamics-where-below-nav-tokens-attract-external-liquidation-capital-more-reliably-than-corrective-buying-from-informed-defenders.md",
+      "filename": "early-stage-futarchy-creates-implicit-put-option-dynamics-where-below-nav-tokens-attract-external-liquidation-capital-more-reliably-than-corrective-buying.md",
       "issues": [
         "missing_attribution_extractor"
       ]
     },
     {
-      "filename": "futarchy-time-locks-cannot-distinguish-market-driven-price-declines-from-fundamental-business-failures-creating-equal-protection-for-legitimate-and-fraudulent-projects.md",
+      "filename": "futarchy-time-locks-cannot-distinguish-market-volatility-from-fundamental-business-failure-creating-equal-protection-for-legitimate-and-fraudulent-projects.md",
       "issues": [
         "missing_attribution_extractor"
       ]
-    },
-    {
-      "filename": "futarchy-trustless-property-is-contingent-on-on-chain-verifiable-decision-inputs-and-breaks-when-business-fundamentals-are-off-chain.md",
-      "issues": [
-        "missing_attribution_extractor",
-        "opsec_internal_deal_terms"
-      ]
     }
   ],
   "validation_stats": {
-    "total": 3,
+    "total": 2,
     "kept": 0,
-    "fixed": 10,
+    "fixed": 6,
-    "rejected": 3,
+    "rejected": 2,
     "fixes_applied": [
-      "early-stage-futarchy-creates-implicit-put-option-dynamics-where-below-nav-tokens-attract-external-liquidation-capital-more-reliably-than-corrective-buying-from-informed-defenders.md:set_created:2026-03-18",
+      "early-stage-futarchy-creates-implicit-put-option-dynamics-where-below-nav-tokens-attract-external-liquidation-capital-more-reliably-than-corrective-buying.md:set_created:2026-03-19",
-      "early-stage-futarchy-creates-implicit-put-option-dynamics-where-below-nav-tokens-attract-external-liquidation-capital-more-reliably-than-corrective-buying-from-informed-defenders.md:stripped_wiki_link:futarchy-is-manipulation-resistant-because-attack-attempts-c",
+      "early-stage-futarchy-creates-implicit-put-option-dynamics-where-below-nav-tokens-attract-external-liquidation-capital-more-reliably-than-corrective-buying.md:stripped_wiki_link:futarchy-is-manipulation-resistant-because-attack-attempts-c",
-      "early-stage-futarchy-creates-implicit-put-option-dynamics-where-below-nav-tokens-attract-external-liquidation-capital-more-reliably-than-corrective-buying-from-informed-defenders.md:stripped_wiki_link:decision-markets-make-majority-theft-unprofitable-through-co",
+      "early-stage-futarchy-creates-implicit-put-option-dynamics-where-below-nav-tokens-attract-external-liquidation-capital-more-reliably-than-corrective-buying.md:stripped_wiki_link:decision-markets-make-majority-theft-unprofitable-through-co",
-      "early-stage-futarchy-creates-implicit-put-option-dynamics-where-below-nav-tokens-attract-external-liquidation-capital-more-reliably-than-corrective-buying-from-informed-defenders.md:stripped_wiki_link:futarchy-solves-trustless-joint-ownership-not-just-better-de",
+      "futarchy-time-locks-cannot-distinguish-market-volatility-from-fundamental-business-failure-creating-equal-protection-for-legitimate-and-fraudulent-projects.md:set_created:2026-03-19",
-      "futarchy-time-locks-cannot-distinguish-market-driven-price-declines-from-fundamental-business-failures-creating-equal-protection-for-legitimate-and-fraudulent-projects.md:set_created:2026-03-18",
+      "futarchy-time-locks-cannot-distinguish-market-volatility-from-fundamental-business-failure-creating-equal-protection-for-legitimate-and-fraudulent-projects.md:stripped_wiki_link:futarchy-is-manipulation-resistant-because-attack-attempts-c",
-      "futarchy-time-locks-cannot-distinguish-market-driven-price-declines-from-fundamental-business-failures-creating-equal-protection-for-legitimate-and-fraudulent-projects.md:stripped_wiki_link:futarchy-is-manipulation-resistant-because-attack-attempts-c",
+      "futarchy-time-locks-cannot-distinguish-market-volatility-from-fundamental-business-failure-creating-equal-protection-for-legitimate-and-fraudulent-projects.md:stripped_wiki_link:futarchy-solves-trustless-joint-ownership-not-just-better-de"
-      "futarchy-time-locks-cannot-distinguish-market-driven-price-declines-from-fundamental-business-failures-creating-equal-protection-for-legitimate-and-fraudulent-projects.md:stripped_wiki_link:futarchy-governed-liquidation-is-the-enforcement-mechanism-t",
-      "futarchy-trustless-property-is-contingent-on-on-chain-verifiable-decision-inputs-and-breaks-when-business-fundamentals-are-off-chain.md:set_created:2026-03-18",
-      "futarchy-trustless-property-is-contingent-on-on-chain-verifiable-decision-inputs-and-breaks-when-business-fundamentals-are-off-chain.md:stripped_wiki_link:futarchy-solves-trustless-joint-ownership-not-just-better-de",
-      "futarchy-trustless-property-is-contingent-on-on-chain-verifiable-decision-inputs-and-breaks-when-business-fundamentals-are-off-chain.md:stripped_wiki_link:futarchy-is-manipulation-resistant-because-attack-attempts-c"
     ],
     "rejections": [
-      "early-stage-futarchy-creates-implicit-put-option-dynamics-where-below-nav-tokens-attract-external-liquidation-capital-more-reliably-than-corrective-buying-from-informed-defenders.md:missing_attribution_extractor",
+      "early-stage-futarchy-creates-implicit-put-option-dynamics-where-below-nav-tokens-attract-external-liquidation-capital-more-reliably-than-corrective-buying.md:missing_attribution_extractor",
-      "futarchy-time-locks-cannot-distinguish-market-driven-price-declines-from-fundamental-business-failures-creating-equal-protection-for-legitimate-and-fraudulent-projects.md:missing_attribution_extractor",
+      "futarchy-time-locks-cannot-distinguish-market-volatility-from-fundamental-business-failure-creating-equal-protection-for-legitimate-and-fraudulent-projects.md:missing_attribution_extractor"
-      "futarchy-trustless-property-is-contingent-on-on-chain-verifiable-decision-inputs-and-breaks-when-business-fundamentals-are-off-chain.md:missing_attribution_extractor",
-      "futarchy-trustless-property-is-contingent-on-on-chain-verifiable-decision-inputs-and-breaks-when-business-fundamentals-are-off-chain.md:opsec_internal_deal_terms"
     ]
   },
   "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-18"
+  "date": "2026-03-19"
 }

inbox/queue/.extraction-debug/claynosaurz-mediawan-animated-series.json

@@ -1,25 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "community-validation-before-production-reduces-media-development-risk.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 1,
-    "kept": 0,
-    "fixed": 2,
-    "rejected": 1,
-    "fixes_applied": [
-      "community-validation-before-production-reduces-media-development-risk.md:set_created:2026-03-19",
-      "community-validation-before-production-reduces-media-development-risk.md:stripped_wiki_link:the-fanchise-engagement-ladder-from-content-to-co-ownership-"
-    ],
-    "rejections": [
-      "community-validation-before-production-reduces-media-development-risk.md:missing_attribution_extractor"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/.extraction-debug/claynosaurz-mediawan-partnership-post.json

@@ -1,34 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "progressive-validation-through-community-building-reduces-development-risk-by-proving-audience-demand-before-production-investment.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "traditional-media-buyers-now-seek-content-with-pre-existing-community-engagement-data-as-risk-mitigation.md",
-      "issues": [
-        "no_frontmatter"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 2,
-    "kept": 0,
-    "fixed": 4,
-    "rejected": 2,
-    "fixes_applied": [
-      "progressive-validation-through-community-building-reduces-development-risk-by-proving-audience-demand-before-production-investment.md:set_created:2026-03-19",
-      "progressive-validation-through-community-building-reduces-development-risk-by-proving-audience-demand-before-production-investment.md:stripped_wiki_link:the-fanchise-engagement-ladder-from-content-to-co-ownership-",
-      "traditional-media-buyers-now-seek-content-with-pre-existing-community-engagement-data-as-risk-mitigation.md:set_created:2026-03-19",
-      "traditional-media-buyers-now-seek-content-with-pre-existing-community-engagement-data-as-risk-mitigation.md:stripped_wiki_link:progressive-validation-through-community-building-reduces-de"
-    ],
-    "rejections": [
-      "progressive-validation-through-community-building-reduces-development-risk-by-proving-audience-demand-before-production-investment.md:missing_attribution_extractor",
-      "traditional-media-buyers-now-seek-content-with-pre-existing-community-engagement-data-as-risk-mitigation.md:no_frontmatter"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/.extraction-debug/claynosaurz-new-entertainment-playbook.json

@@ -1,45 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "cost-plus-deals-shifted-risk-to-streamers-while-misaligning-creative-incentives.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "progressive-validation-through-community-building-reduces-development-risk-by-proving-audience-demand-before-production-investment.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "generative-ai-cost-reduction-enables-independent-production-of-studio-quality-content.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 3,
-    "kept": 0,
-    "fixed": 8,
-    "rejected": 3,
-    "fixes_applied": [
-      "cost-plus-deals-shifted-risk-to-streamers-while-misaligning-creative-incentives.md:set_created:2026-03-19",
-      "cost-plus-deals-shifted-risk-to-streamers-while-misaligning-creative-incentives.md:stripped_wiki_link:giving-away-the-commoditized-layer-to-capture-value-on-the-s",
-      "progressive-validation-through-community-building-reduces-development-risk-by-proving-audience-demand-before-production-investment.md:set_created:2026-03-19",
-      "progressive-validation-through-community-building-reduces-development-risk-by-proving-audience-demand-before-production-investment.md:stripped_wiki_link:the-fanchise-engagement-ladder-from-content-to-co-ownership-",
-      "progressive-validation-through-community-building-reduces-development-risk-by-proving-audience-demand-before-production-investment.md:stripped_wiki_link:two-phase-disruption-where-distribution-moats-fall-first-and",
-      "generative-ai-cost-reduction-enables-independent-production-of-studio-quality-content.md:set_created:2026-03-19",
-      "generative-ai-cost-reduction-enables-independent-production-of-studio-quality-content.md:stripped_wiki_link:two-phase-disruption-where-distribution-moats-fall-first-and",
-      "generative-ai-cost-reduction-enables-independent-production-of-studio-quality-content.md:stripped_wiki_link:knowledge-embodiment-lag-means-technology-is-available-decad"
-    ],
-    "rejections": [
-      "cost-plus-deals-shifted-risk-to-streamers-while-misaligning-creative-incentives.md:missing_attribution_extractor",
-      "progressive-validation-through-community-building-reduces-development-risk-by-proving-audience-demand-before-production-investment.md:missing_attribution_extractor",
-      "generative-ai-cost-reduction-enables-independent-production-of-studio-quality-content.md:missing_attribution_extractor"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/.extraction-debug/creative-industries-technology-analysis.json

@@ -1,46 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "web3-native-funding-enables-creative-control-through-community-capitalization-before-content-production.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "progressive-validation-through-staged-platform-expansion-reduces-entertainment-ip-risk-by-proving-demand-before-major-production-investment.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "community-driven-world-building-produces-authentic-narrative-depth-through-bidirectional-feedback-that-traditional-studio-development-cannot-replicate.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 3,
-    "kept": 0,
-    "fixed": 9,
-    "rejected": 3,
-    "fixes_applied": [
-      "web3-native-funding-enables-creative-control-through-community-capitalization-before-content-production.md:set_created:2026-03-19",
-      "web3-native-funding-enables-creative-control-through-community-capitalization-before-content-production.md:stripped_wiki_link:community-ownership-accelerates-growth-through-aligned-evang",
-      "web3-native-funding-enables-creative-control-through-community-capitalization-before-content-production.md:stripped_wiki_link:the-fanchise-engagement-ladder-from-content-to-co-ownership-",
-      "progressive-validation-through-staged-platform-expansion-reduces-entertainment-ip-risk-by-proving-demand-before-major-production-investment.md:set_created:2026-03-19",
-      "progressive-validation-through-staged-platform-expansion-reduces-entertainment-ip-risk-by-proving-demand-before-major-production-investment.md:stripped_wiki_link:industry-transitions-produce-speculative-overshoot-because-c",
-      "progressive-validation-through-staged-platform-expansion-reduces-entertainment-ip-risk-by-proving-demand-before-major-production-investment.md:stripped_wiki_link:pioneers-prove-concepts-but-fast-followers-with-better-capit",
-      "community-driven-world-building-produces-authentic-narrative-depth-through-bidirectional-feedback-that-traditional-studio-development-cannot-replicate.md:set_created:2026-03-19",
-      "community-driven-world-building-produces-authentic-narrative-depth-through-bidirectional-feedback-that-traditional-studio-development-cannot-replicate.md:stripped_wiki_link:the-gardener-cultivates-conditions-for-emergence-while-the-b",
-      "community-driven-world-building-produces-authentic-narrative-depth-through-bidirectional-feedback-that-traditional-studio-development-cannot-replicate.md:stripped_wiki_link:complex-ideas-propagate-with-higher-fidelity-through-persona"
-    ],
-    "rejections": [
-      "web3-native-funding-enables-creative-control-through-community-capitalization-before-content-production.md:missing_attribution_extractor",
-      "progressive-validation-through-staged-platform-expansion-reduces-entertainment-ip-risk-by-proving-demand-before-major-production-investment.md:missing_attribution_extractor",
-      "community-driven-world-building-produces-authentic-narrative-depth-through-bidirectional-feedback-that-traditional-studio-development-cannot-replicate.md:missing_attribution_extractor"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/.extraction-debug/shapiro-ai-use-cases-hollywood.json

@@ -1,35 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "genai-adoption-in-entertainment-gated-by-consumer-acceptance-not-technology.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "non-atl-production-costs-converge-with-compute-costs-as-ai-replaces-labor.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 2,
-    "kept": 0,
-    "fixed": 5,
-    "rejected": 2,
-    "fixes_applied": [
-      "genai-adoption-in-entertainment-gated-by-consumer-acceptance-not-technology.md:set_created:2026-03-19",
-      "genai-adoption-in-entertainment-gated-by-consumer-acceptance-not-technology.md:stripped_wiki_link:AI-labor-displacement-follows-knowledge-embodiment-lag-phase",
-      "non-atl-production-costs-converge-with-compute-costs-as-ai-replaces-labor.md:set_created:2026-03-19",
-      "non-atl-production-costs-converge-with-compute-costs-as-ai-replaces-labor.md:stripped_wiki_link:AI-labor-displacement-follows-knowledge-embodiment-lag-phase",
-      "non-atl-production-costs-converge-with-compute-costs-as-ai-replaces-labor.md:stripped_wiki_link:two-phase-disruption-where-distribution-moats-fall-first-and"
-    ],
-    "rejections": [
-      "genai-adoption-in-entertainment-gated-by-consumer-acceptance-not-technology.md:missing_attribution_extractor",
-      "non-atl-production-costs-converge-with-compute-costs-as-ai-replaces-labor.md:missing_attribution_extractor"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/.extraction-debug/shapiro-cant-just-make-hits.json

@@ -1,44 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "cost-plus-deals-shift-risk-from-talent-to-streamers-while-misaligning-creative-incentives.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "tv-industry-needs-diversified-small-bets-like-venture-capital-not-concentrated-large-bets-because-power-law-returns-dominate.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "franchise-commoditization-not-fatigue-is-the-strategic-problem-when-everyone-pursues-familiar-ip.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 3,
-    "kept": 0,
-    "fixed": 7,
-    "rejected": 3,
-    "fixes_applied": [
-      "cost-plus-deals-shift-risk-from-talent-to-streamers-while-misaligning-creative-incentives.md:set_created:2026-03-19",
-      "cost-plus-deals-shift-risk-from-talent-to-streamers-while-misaligning-creative-incentives.md:stripped_wiki_link:giving-away-the-commoditized-layer-to-capture-value-on-the-s",
-      "tv-industry-needs-diversified-small-bets-like-venture-capital-not-concentrated-large-bets-because-power-law-returns-dominate.md:set_created:2026-03-19",
-      "tv-industry-needs-diversified-small-bets-like-venture-capital-not-concentrated-large-bets-because-power-law-returns-dominate.md:stripped_wiki_link:industries-are-need-satisfaction-systems-and-the-attractor-s",
-      "tv-industry-needs-diversified-small-bets-like-venture-capital-not-concentrated-large-bets-because-power-law-returns-dominate.md:stripped_wiki_link:AI-optimization-of-industry-subsystems-induces-demand-for-mo",
-      "franchise-commoditization-not-fatigue-is-the-strategic-problem-when-everyone-pursues-familiar-ip.md:set_created:2026-03-19",
-      "franchise-commoditization-not-fatigue-is-the-strategic-problem-when-everyone-pursues-familiar-ip.md:stripped_wiki_link:disruptors-redefine-quality-rather-than-competing-on-the-inc"
-    ],
-    "rejections": [
-      "cost-plus-deals-shift-risk-from-talent-to-streamers-while-misaligning-creative-incentives.md:missing_attribution_extractor",
-      "tv-industry-needs-diversified-small-bets-like-venture-capital-not-concentrated-large-bets-because-power-law-returns-dominate.md:missing_attribution_extractor",
-      "franchise-commoditization-not-fatigue-is-the-strategic-problem-when-everyone-pursues-familiar-ip.md:missing_attribution_extractor"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/.extraction-debug/shapiro-churn-dynamics.json

@@ -1,41 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "streaming-churn-may-be-permanently-uneconomic-because-maintenance-marketing-consumes-up-to-half-of-arpu.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "resubscribe-rates-above-30-percent-indicate-churning-on-and-off-is-becoming-habitual-consumer-behavior-not-transitional-friction.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "good-bundles-reduce-churn-through-transparent-discounts-while-bad-bundles-reduce-churn-through-forced-packaging.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 3,
-    "kept": 0,
-    "fixed": 4,
-    "rejected": 3,
-    "fixes_applied": [
-      "streaming-churn-may-be-permanently-uneconomic-because-maintenance-marketing-consumes-up-to-half-of-arpu.md:set_created:2026-03-19",
-      "streaming-churn-may-be-permanently-uneconomic-because-maintenance-marketing-consumes-up-to-half-of-arpu.md:stripped_wiki_link:two-phase-disruption-where-distribution-moats-fall-first-and",
-      "resubscribe-rates-above-30-percent-indicate-churning-on-and-off-is-becoming-habitual-consumer-behavior-not-transitional-friction.md:set_created:2026-03-19",
-      "good-bundles-reduce-churn-through-transparent-discounts-while-bad-bundles-reduce-churn-through-forced-packaging.md:set_created:2026-03-19"
-    ],
-    "rejections": [
-      "streaming-churn-may-be-permanently-uneconomic-because-maintenance-marketing-consumes-up-to-half-of-arpu.md:missing_attribution_extractor",
-      "resubscribe-rates-above-30-percent-indicate-churning-on-and-off-is-becoming-habitual-consumer-behavior-not-transitional-friction.md:missing_attribution_extractor",
-      "good-bundles-reduce-churn-through-transparent-discounts-while-bad-bundles-reduce-churn-through-forced-packaging.md:missing_attribution_extractor"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/.extraction-debug/shapiro-disruption-hollywood.json

@@ -1,48 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "five-factors-determine-disruption-speed-and-extent.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "hollywood-vulnerable-to-disruption-because-consumer-adoption-barriers-are-zero-while-high-end-market-is-stagnant.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "social-video-already-disrupting-hollywood-at-low-end-with-ai-tools-accelerating-upmarket-movement.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 3,
-    "kept": 0,
-    "fixed": 11,
-    "rejected": 3,
-    "fixes_applied": [
-      "five-factors-determine-disruption-speed-and-extent.md:set_created:2026-03-19",
-      "five-factors-determine-disruption-speed-and-extent.md:stripped_wiki_link:disruptors-redefine-quality-rather-than-competing-on-the-inc",
-      "five-factors-determine-disruption-speed-and-extent.md:stripped_wiki_link:good-management-causes-disruption-because-rational-resource-",
-      "five-factors-determine-disruption-speed-and-extent.md:stripped_wiki_link:incumbents-fail-to-respond-to-visible-disruption-because-ext",
-      "hollywood-vulnerable-to-disruption-because-consumer-adoption-barriers-are-zero-while-high-end-market-is-stagnant.md:set_created:2026-03-19",
-      "hollywood-vulnerable-to-disruption-because-consumer-adoption-barriers-are-zero-while-high-end-market-is-stagnant.md:stripped_wiki_link:AI-optimization-of-industry-subsystems-induces-demand-for-mo",
-      "hollywood-vulnerable-to-disruption-because-consumer-adoption-barriers-are-zero-while-high-end-market-is-stagnant.md:stripped_wiki_link:purpose-built-full-stack-systems-outcompete-acquisition-base",
-      "hollywood-vulnerable-to-disruption-because-consumer-adoption-barriers-are-zero-while-high-end-market-is-stagnant.md:stripped_wiki_link:two-phase-disruption-where-distribution-moats-fall-first-and",
-      "social-video-already-disrupting-hollywood-at-low-end-with-ai-tools-accelerating-upmarket-movement.md:set_created:2026-03-19",
-      "social-video-already-disrupting-hollywood-at-low-end-with-ai-tools-accelerating-upmarket-movement.md:stripped_wiki_link:disruptors-redefine-quality-rather-than-competing-on-the-inc",
-      "social-video-already-disrupting-hollywood-at-low-end-with-ai-tools-accelerating-upmarket-movement.md:stripped_wiki_link:two-phase-disruption-where-distribution-moats-fall-first-and"
-    ],
-    "rejections": [
-      "five-factors-determine-disruption-speed-and-extent.md:missing_attribution_extractor",
-      "hollywood-vulnerable-to-disruption-because-consumer-adoption-barriers-are-zero-while-high-end-market-is-stagnant.md:missing_attribution_extractor",
-      "social-video-already-disrupting-hollywood-at-low-end-with-ai-tools-accelerating-upmarket-movement.md:missing_attribution_extractor"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/.extraction-debug/shapiro-genai-creative-tool.json

@@ -1,34 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "genai-unpredictability-is-design-feature-for-creative-exploration.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "genai-creative-tools-face-adoption-resistance-from-identity-threat-not-capability-limits.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 2,
-    "kept": 0,
-    "fixed": 4,
-    "rejected": 2,
-    "fixes_applied": [
-      "genai-unpredictability-is-design-feature-for-creative-exploration.md:set_created:2026-03-19",
-      "genai-unpredictability-is-design-feature-for-creative-exploration.md:stripped_wiki_link:AI-optimization-of-industry-subsystems-induces-demand-for-mo",
-      "genai-creative-tools-face-adoption-resistance-from-identity-threat-not-capability-limits.md:set_created:2026-03-19",
-      "genai-creative-tools-face-adoption-resistance-from-identity-threat-not-capability-limits.md:stripped_wiki_link:identity-protective-cognition-causes-people-to-reject-eviden"
-    ],
-    "rejections": [
-      "genai-unpredictability-is-design-feature-for-creative-exploration.md:missing_attribution_extractor",
-      "genai-creative-tools-face-adoption-resistance-from-identity-threat-not-capability-limits.md:missing_attribution_extractor"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/.extraction-debug/shapiro-hollywood-talent-embrace-ai.json

@@ -1,35 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "hollywood-talent-ai-adoption-driven-by-narrowing-creative-paths.md",
-      "issues": [
-        "missing_attribution_extractor",
-        "opsec_internal_deal_terms"
-      ]
-    },
-    {
-      "filename": "ai-video-creative-control-progression-enables-professional-adoption.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 2,
-    "kept": 0,
-    "fixed": 3,
-    "rejected": 2,
-    "fixes_applied": [
-      "hollywood-talent-ai-adoption-driven-by-narrowing-creative-paths.md:set_created:2026-03-19",
-      "ai-video-creative-control-progression-enables-professional-adoption.md:set_created:2026-03-19",
-      "ai-video-creative-control-progression-enables-professional-adoption.md:stripped_wiki_link:centaur team performance depends on role complementarity not"
-    ],
-    "rejections": [
-      "hollywood-talent-ai-adoption-driven-by-narrowing-creative-paths.md:missing_attribution_extractor",
-      "hollywood-talent-ai-adoption-driven-by-narrowing-creative-paths.md:opsec_internal_deal_terms",
-      "ai-video-creative-control-progression-enables-professional-adoption.md:missing_attribution_extractor"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/.extraction-debug/shapiro-how-far-will-ai-video-go.json

@@ -1,35 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "genai-adoption-in-entertainment-gated-by-consumer-acceptance-not-technology.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "genai-is-simultaneously-sustaining-and-disruptive-depending-on-progressive-syntheticization-vs-progressive-control.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 2,
-    "kept": 0,
-    "fixed": 5,
-    "rejected": 2,
-    "fixes_applied": [
-      "genai-adoption-in-entertainment-gated-by-consumer-acceptance-not-technology.md:set_created:2026-03-19",
-      "genai-adoption-in-entertainment-gated-by-consumer-acceptance-not-technology.md:stripped_wiki_link:two-phase-disruption-where-distribution-moats-fall-first-and",
-      "genai-is-simultaneously-sustaining-and-disruptive-depending-on-progressive-syntheticization-vs-progressive-control.md:set_created:2026-03-19",
-      "genai-is-simultaneously-sustaining-and-disruptive-depending-on-progressive-syntheticization-vs-progressive-control.md:stripped_wiki_link:good-management-causes-disruption-because-rational-resource-",
-      "genai-is-simultaneously-sustaining-and-disruptive-depending-on-progressive-syntheticization-vs-progressive-control.md:stripped_wiki_link:disruptors-redefine-quality-rather-than-competing-on-the-inc"
-    ],
-    "rejections": [
-      "genai-adoption-in-entertainment-gated-by-consumer-acceptance-not-technology.md:missing_attribution_extractor",
-      "genai-is-simultaneously-sustaining-and-disruptive-depending-on-progressive-syntheticization-vs-progressive-control.md:missing_attribution_extractor"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/.extraction-debug/shapiro-infinite-tv.json

@@ -1,45 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "short-form-video-changes-quality-definition-by-deemphasizing-production-values.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "virtual-production-with-real-time-rendering-can-reduce-hybrid-production-costs-by-30-40-percent.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "web3-inverts-content-production-risk-by-building-community-first-then-developing-ip.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 3,
-    "kept": 0,
-    "fixed": 8,
-    "rejected": 3,
-    "fixes_applied": [
-      "short-form-video-changes-quality-definition-by-deemphasizing-production-values.md:set_created:2026-03-19",
-      "short-form-video-changes-quality-definition-by-deemphasizing-production-values.md:stripped_wiki_link:disruptors-redefine-quality-rather-than-competing-on-the-inc",
-      "short-form-video-changes-quality-definition-by-deemphasizing-production-values.md:stripped_wiki_link:two-phase-disruption-where-distribution-moats-fall-first-and",
-      "virtual-production-with-real-time-rendering-can-reduce-hybrid-production-costs-by-30-40-percent.md:set_created:2026-03-19",
-      "virtual-production-with-real-time-rendering-can-reduce-hybrid-production-costs-by-30-40-percent.md:stripped_wiki_link:two-phase-disruption-where-distribution-moats-fall-first-and",
-      "web3-inverts-content-production-risk-by-building-community-first-then-developing-ip.md:set_created:2026-03-19",
-      "web3-inverts-content-production-risk-by-building-community-first-then-developing-ip.md:stripped_wiki_link:community-ownership-accelerates-growth-through-aligned-evang",
-      "web3-inverts-content-production-risk-by-building-community-first-then-developing-ip.md:stripped_wiki_link:the-fanchise-engagement-ladder-from-content-to-co-ownership-"
-    ],
-    "rejections": [
-      "short-form-video-changes-quality-definition-by-deemphasizing-production-values.md:missing_attribution_extractor",
-      "virtual-production-with-real-time-rendering-can-reduce-hybrid-production-costs-by-30-40-percent.md:missing_attribution_extractor",
-      "web3-inverts-content-production-risk-by-building-community-first-then-developing-ip.md:missing_attribution_extractor"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/.extraction-debug/shapiro-ip-as-platform.json

@@ -1,35 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "entertainment-ip-as-platform-enables-fan-creation-to-strengthen-franchise-value.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "fan-creation-barriers-determine-content-volume-not-fan-passion.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 2,
-    "kept": 0,
-    "fixed": 5,
-    "rejected": 2,
-    "fixes_applied": [
-      "entertainment-ip-as-platform-enables-fan-creation-to-strengthen-franchise-value.md:set_created:2026-03-19",
-      "entertainment-ip-as-platform-enables-fan-creation-to-strengthen-franchise-value.md:stripped_wiki_link:the-fanchise-engagement-ladder-from-content-to-co-ownership-",
-      "entertainment-ip-as-platform-enables-fan-creation-to-strengthen-franchise-value.md:stripped_wiki_link:two-phase-disruption-where-distribution-moats-fall-first-and",
-      "fan-creation-barriers-determine-content-volume-not-fan-passion.md:set_created:2026-03-19",
-      "fan-creation-barriers-determine-content-volume-not-fan-passion.md:stripped_wiki_link:two-phase-disruption-where-distribution-moats-fall-first-and"
-    ],
-    "rejections": [
-      "entertainment-ip-as-platform-enables-fan-creation-to-strengthen-franchise-value.md:missing_attribution_extractor",
-      "fan-creation-barriers-determine-content-volume-not-fan-passion.md:missing_attribution_extractor"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/.extraction-debug/shapiro-power-laws-culture.json

@@ -1,44 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "information-cascades-create-power-law-distributions-in-culture-because-consumers-use-popularity-as-quality-signal-when-choice-is-overwhelming.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "recommendation-algorithms-amplify-or-dampen-power-laws-depending-on-collaborative-filtering-weight-because-algorithms-that-surface-popular-content-reinforce-network-cascades.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "the-middle-of-cultural-markets-is-disappearing-because-power-law-amplification-concentrates-returns-at-the-head-and-tail-simultaneously.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 3,
-    "kept": 0,
-    "fixed": 7,
-    "rejected": 3,
-    "fixes_applied": [
-      "information-cascades-create-power-law-distributions-in-culture-because-consumers-use-popularity-as-quality-signal-when-choice-is-overwhelming.md:set_created:2026-03-19",
-      "information-cascades-create-power-law-distributions-in-culture-because-consumers-use-popularity-as-quality-signal-when-choice-is-overwhelming.md:stripped_wiki_link:meme-propagation-selects-for-simplicity-novelty-and-conformi",
-      "information-cascades-create-power-law-distributions-in-culture-because-consumers-use-popularity-as-quality-signal-when-choice-is-overwhelming.md:stripped_wiki_link:network-effects-create-winner-take-most-markets-because-each",
-      "recommendation-algorithms-amplify-or-dampen-power-laws-depending-on-collaborative-filtering-weight-because-algorithms-that-surface-popular-content-reinforce-network-cascades.md:set_created:2026-03-19",
-      "recommendation-algorithms-amplify-or-dampen-power-laws-depending-on-collaborative-filtering-weight-because-algorithms-that-surface-popular-content-reinforce-network-cascades.md:stripped_wiki_link:agents-that-raise-capital-via-futarchy-accelerate-their-own-",
-      "the-middle-of-cultural-markets-is-disappearing-because-power-law-amplification-concentrates-returns-at-the-head-and-tail-simultaneously.md:set_created:2026-03-19",
-      "the-middle-of-cultural-markets-is-disappearing-because-power-law-amplification-concentrates-returns-at-the-head-and-tail-simultaneously.md:stripped_wiki_link:disruptors-redefine-quality-rather-than-competing-on-the-inc"
-    ],
-    "rejections": [
-      "information-cascades-create-power-law-distributions-in-culture-because-consumers-use-popularity-as-quality-signal-when-choice-is-overwhelming.md:missing_attribution_extractor",
-      "recommendation-algorithms-amplify-or-dampen-power-laws-depending-on-collaborative-filtering-weight-because-algorithms-that-surface-popular-content-reinforce-network-cascades.md:missing_attribution_extractor",
-      "the-middle-of-cultural-markets-is-disappearing-because-power-law-amplification-concentrates-returns-at-the-head-and-tail-simultaneously.md:missing_attribution_extractor"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/.extraction-debug/shapiro-relentless-creator-economy.json

@@ -1,43 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "creator-and-corporate-media-are-zero-sum-because-total-time-is-stagnant.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "genai-reduces-creative-decisions-not-just-execution-cost-which-is-categorically-different-from-prior-tools.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "genai-as-general-purpose-technology-advances-faster-than-domain-specific-tools-because-breakthroughs-compound-across-modalities.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 3,
-    "kept": 0,
-    "fixed": 6,
-    "rejected": 3,
-    "fixes_applied": [
-      "creator-and-corporate-media-are-zero-sum-because-total-time-is-stagnant.md:set_created:2026-03-19",
-      "creator-and-corporate-media-are-zero-sum-because-total-time-is-stagnant.md:stripped_wiki_link:two-phase-disruption-where-distribution-moats-fall-first-and",
-      "genai-reduces-creative-decisions-not-just-execution-cost-which-is-categorically-different-from-prior-tools.md:set_created:2026-03-19",
-      "genai-reduces-creative-decisions-not-just-execution-cost-which-is-categorically-different-from-prior-tools.md:stripped_wiki_link:metis-is-practical-knowledge-that-can-only-be-acquired-throu",
-      "genai-as-general-purpose-technology-advances-faster-than-domain-specific-tools-because-breakthroughs-compound-across-modalities.md:set_created:2026-03-19",
-      "genai-as-general-purpose-technology-advances-faster-than-domain-specific-tools-because-breakthroughs-compound-across-modalities.md:stripped_wiki_link:technology-advances-exponentially-but-coordination-mechanism"
-    ],
-    "rejections": [
-      "creator-and-corporate-media-are-zero-sum-because-total-time-is-stagnant.md:missing_attribution_extractor",
-      "genai-reduces-creative-decisions-not-just-execution-cost-which-is-categorically-different-from-prior-tools.md:missing_attribution_extractor",
-      "genai-as-general-purpose-technology-advances-faster-than-domain-specific-tools-because-breakthroughs-compound-across-modalities.md:missing_attribution_extractor"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/.extraction-debug/shapiro-scarce-when-quality-abundant.json

@@ -1,34 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "consumer-quality-definition-is-revealed-preference-not-production-value.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "value-accrues-to-scarce-resources-and-shifts-when-relative-scarcity-changes.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 2,
-    "kept": 0,
-    "fixed": 4,
-    "rejected": 2,
-    "fixes_applied": [
-      "consumer-quality-definition-is-revealed-preference-not-production-value.md:set_created:2026-03-19",
-      "consumer-quality-definition-is-revealed-preference-not-production-value.md:stripped_wiki_link:disruptors-redefine-quality-rather-than-competing-on-the-inc",
-      "value-accrues-to-scarce-resources-and-shifts-when-relative-scarcity-changes.md:set_created:2026-03-19",
-      "value-accrues-to-scarce-resources-and-shifts-when-relative-scarcity-changes.md:stripped_wiki_link:giving-away-the-commoditized-layer-to-capture-value-on-the-s"
-    ],
-    "rejections": [
-      "consumer-quality-definition-is-revealed-preference-not-production-value.md:missing_attribution_extractor",
-      "value-accrues-to-scarce-resources-and-shifts-when-relative-scarcity-changes.md:missing_attribution_extractor"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/.extraction-debug/shapiro-social-video-eating-world.json

@@ -1,46 +0,0 @@
-{
-  "rejected_claims": [
-    {
-      "filename": "social-video-is-25-percent-of-video-consumption-because-dopamine-optimized-formats-match-generational-attention-patterns.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "social-video-platforms-structurally-outinnovate-professional-content-because-zero-barriers-enable-format-experimentation-at-population-scale.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    },
-    {
-      "filename": "genai-video-tools-will-expand-social-video-creator-population-by-democratizing-production-quality-not-by-enabling-blockbuster-equivalents.md",
-      "issues": [
-        "missing_attribution_extractor"
-      ]
-    }
-  ],
-  "validation_stats": {
-    "total": 3,
-    "kept": 0,
-    "fixed": 9,
-    "rejected": 3,
-    "fixes_applied": [
-      "social-video-is-25-percent-of-video-consumption-because-dopamine-optimized-formats-match-generational-attention-patterns.md:set_created:2026-03-19",
-      "social-video-is-25-percent-of-video-consumption-because-dopamine-optimized-formats-match-generational-attention-patterns.md:stripped_wiki_link:disruptors-redefine-quality-rather-than-competing-on-the-inc",
-      "social-video-is-25-percent-of-video-consumption-because-dopamine-optimized-formats-match-generational-attention-patterns.md:stripped_wiki_link:two-phase-disruption-where-distribution-moats-fall-first-and",
-      "social-video-platforms-structurally-outinnovate-professional-content-because-zero-barriers-enable-format-experimentation-at-population-scale.md:set_created:2026-03-19",
-      "social-video-platforms-structurally-outinnovate-professional-content-because-zero-barriers-enable-format-experimentation-at-population-scale.md:stripped_wiki_link:disruptors-redefine-quality-rather-than-competing-on-the-inc",
-      "social-video-platforms-structurally-outinnovate-professional-content-because-zero-barriers-enable-format-experimentation-at-population-scale.md:stripped_wiki_link:good-management-causes-disruption-because-rational-resource-",
-      "genai-video-tools-will-expand-social-video-creator-population-by-democratizing-production-quality-not-by-enabling-blockbuster-equivalents.md:set_created:2026-03-19",
-      "genai-video-tools-will-expand-social-video-creator-population-by-democratizing-production-quality-not-by-enabling-blockbuster-equivalents.md:stripped_wiki_link:social-video-platforms-structurally-outinnovate-professional",
-      "genai-video-tools-will-expand-social-video-creator-population-by-democratizing-production-quality-not-by-enabling-blockbuster-equivalents.md:stripped_wiki_link:metis-is-practical-knowledge-that-can-only-be-acquired-throu"
-    ],
-    "rejections": [
-      "social-video-is-25-percent-of-video-consumption-because-dopamine-optimized-formats-match-generational-attention-patterns.md:missing_attribution_extractor",
-      "social-video-platforms-structurally-outinnovate-professional-content-because-zero-barriers-enable-format-experimentation-at-population-scale.md:missing_attribution_extractor",
-      "genai-video-tools-will-expand-social-video-creator-population-by-democratizing-production-quality-not-by-enabling-blockbuster-equivalents.md:missing_attribution_extractor"
-    ]
-  },
-  "model": "anthropic/claude-sonnet-4.5",
-  "date": "2026-03-19"
-}

inbox/queue/2025-03-28-futardio-proposal-should-sanctum-build-a-sanctum-mobile-app-wonder.md

@@ -0,0 +1,52 @@
+---
+type: source
+source_id: 2025-03-28-futardio-proposal-should-sanctum-build-a-sanctum-mobile-app-wonder
+title: "Futardio Proposal: Should Sanctum Build a Sanctum Mobile App (Wonder)?"
+url: https://futarchy.substack.com/p/proposal-should-sanctum-build-a-sanctum
+author: Futarchy.io / Sanctum team
+date_published: 2025-03-28
+date_accessed: 2025-03-28
+processed_date: 2025-03-28
+processed_by: knowledge-base-maintainer
+claims_extracted:
+  - consumer-crypto-adoption-requires-apps-optimized-for-earning-and-belonging
+  - sanctum-wonder-mobile-app-proposal-failed-futarchy-vote-march-2025
+enrichments_applied:
+  - futarchy-governed-DAOs-converge-on-traditional-corporate-governance-scaffolding-over-time
+  - optimal-governance-requires-mixing-mechanisms-for-different-decision-types
+tags: [futarchy, metadao, sanctum, governance, consumer-crypto]
+---
+
+# Futardio Proposal: Should Sanctum Build a Sanctum Mobile App (Wonder)?
+
+## Summary
+
+Proposal submitted to MetaDAO's futarchy governance mechanism asking whether Sanctum should build "Wonder" - a consumer mobile application combining social features with yield generation. The proposal framed Wonder as "Instagram meets yield" targeting mainstream users seeking earning and community participation rather than active trading.
+
+## Key Details
+
+- **Proposer**: Sanctum team
+- **Governance mechanism**: MetaDAO futarchy (CLOUD token markets)
+- **Proposal date**: March 28, 2025
+- **Outcome**: Failed
+- **Strategic context**: Pivot from infrastructure to consumer products
+- **Company context**: Sanctum raised at $3B valuation (January 2025)
+
+## Core Thesis
+
+Sanctum's product vision: "We believe the next wave of crypto adoption will come from apps that make earning and belonging delightful, not from better trading interfaces."
+
+## Product Concept
+
+**Wonder mobile app**:
+- Social features + passive yield generation
+- Target: mainstream users, not crypto-native traders
+- Success metrics: DAU and retention vs. trading volume
+- Positioning: consumer fintech meets social network
+
+## Archival Notes
+
+- Source processed: 2025-03-28
+- Claims extracted: 2 (consumer crypto thesis, futarchy governance case study)
+- Enrichments: Added context to existing futarchy mechanism claims
+- Timeline note: All dates are 2025 (source created and processed same year)

inbox/queue/2025-10-01-variety-claynosaurz-creator-led-transmedia.md

@@ -7,13 +7,9 @@ date: 2025-10-01
 domain: entertainment
 secondary_domains: []
 format: article
-status: enrichment
+status: unprocessed
 priority: medium
 tags: [claynosaurz, creator-led, transmedia, youtube-distribution, community-first]
-processed_by: clay
-processed_date: 2026-03-19
-enrichments_applied: ["youtube-first-distribution-for-major-studio-coproductions-signals-platform-primacy-over-traditional-broadcast-windowing.md"]
-extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -49,12 +45,3 @@ Variety article on Nic Cabana's VIEW Conference presentation on Claynosaurz's cr
 PRIMARY CONNECTION: progressive validation through community building reduces development risk by proving audience demand before production investment
 WHY ARCHIVED: Evidences the YouTube-first distribution model as operational (not theoretical) — community as marketing engine for platform-based distribution
 EXTRACTION HINT: The key insight isn't the YouTube distribution per se but the COMMUNITY→ALGORITHM dynamic: pre-existing community creates launch traction that normally costs millions in marketing. This is a specific mechanism claim.
-
-
-## Key Facts
-- Claynosaurz has 39 x 7-minute animated episodes in production
-- Method Animation (Mediawan) is co-production partner
-- Gameloft mobile game in co-development
-- Claynosaurz community has generated nearly 1B social views
-- Nic Cabana presented at VIEW Conference 2025
-- Internal incubator for creative teams planned

inbox/queue/2026-00-00-darioamodei-adolescence-of-technology.md

@@ -7,8 +7,7 @@ url: https://darioamodei.com/essay/the-adolescence-of-technology
 processed_by: theseus
 processed_date: 2026-03-07
 type: essay
-domain: ai-alignment
+status: complete (10,000+ words)
-status: null-result
 claims_extracted:
   - "AI personas emerge from pre-training data as a spectrum of humanlike motivations rather than developing monomaniacal goals which makes AI behavior more unpredictable but less catastrophically focused than instrumental convergence predicts"
 enrichments:
@@ -23,23 +22,8 @@ cross_domain_flags:
     flag: "AI could displace half of all entry-level white collar jobs in 1-5 years. GDP growth 10-20% annually possible."
   - domain: foundations
     flag: "Civilizational maturation framing. Chip export controls as most important single action. Nuclear deterrent questions."
-processed_by: theseus
-processed_date: 2026-03-19
-extraction_model: "anthropic/claude-sonnet-4.5"
-extraction_notes: "LLM returned 0 claims, 0 rejected by validator"
 ---
 
 # The Adolescence of Technology
 
 Dario Amodei's risk taxonomy: 5 threat categories (autonomy/rogue AI, bioweapons, authoritarian misuse, economic disruption, indirect effects). Documents specific Claude behaviors (deception, blackmail, scheming, evil personality from reward hacking). Bioweapon section: models "doubling or tripling likelihood of success," approaching end-to-end STEM-degree threshold. Timeline: powerful AI 1-2 years away. AI already writing much of Anthropic's code. Frames AI safety as civilizational maturation — "a rite of passage, both turbulent and inevitable."
-
-
-## Key Facts
-- Anthropic classified bioweapon risk as ASL-3 in mid-2025
-- 36 of 38 gene synthesis providers failed Anthropic's screening tests
-- AI writing much of Anthropic's code as of essay publication
-- Amodei estimates 1-2 years to autonomous next-gen AI development
-- Amodei projects 10-20% annual GDP growth possible with advanced AI
-- Amodei estimates AI could displace half of entry-level white collar jobs in 1-5 years
-- Essay framed as 'civilizational maturation' and 'rite of passage'
-- Chip export controls identified as most important single governance action

inbox/queue/2026-00-00-darioamodei-machines-of-loving-grace.md

@@ -7,8 +7,7 @@ url: https://darioamodei.com/essay/machines-of-loving-grace
 processed_by: theseus
 processed_date: 2026-03-07
 type: essay
-domain: ai-alignment
+status: complete (10,000+ words)
-status: null-result
 claims_extracted:
   - "marginal returns to intelligence are bounded by five complementary factors which means superintelligence cannot produce unlimited capability gains regardless of cognitive power"
 cross_domain_flags:
@@ -18,20 +17,8 @@ cross_domain_flags:
     flag: "Economic development predictions: 20% annual GDP growth in developing world, East Asian growth model replicated via AI."
   - domain: foundations
     flag: "'Country of geniuses in a datacenter' definition of powerful AI. Opt-out problem creating dystopian underclass."
-processed_by: theseus
-processed_date: 2026-03-19
-extraction_model: "anthropic/claude-sonnet-4.5"
-extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
 ---
 
 # Machines of Loving Grace
 
 Dario Amodei's positive AI thesis. Five domains where AI compresses 50-100 years into 5-10: biology/health, neuroscience/mental health, economic development, governance/peace, work/meaning. Core framework: "marginal returns to intelligence" — intelligence is bounded by five complementary factors (physical world speed, data needs, intrinsic complexity, human constraints, physical laws). Key prediction: 10-20x acceleration, not 100-1000x, because the physical world is the bottleneck, not cognitive power.
-
-
-## Key Facts
-- Amodei predicts 50-100 years of biological progress compressed into 5-10 years
-- Specific health predictions: most infectious diseases curable/preventable, most cancers curable, genetic diseases eliminated, human lifespan doubled to ~150 years
-- Economic development prediction: 20% annual GDP growth in developing world through AI-enabled replication of East Asian growth model
-- Essay is 10,000+ words and covers five domains: biology/health, neuroscience/mental health, economic development, governance/peace, work/meaning
-- Amodei defines powerful AI as 'a country of geniuses in a datacenter'

inbox/queue/2026-01-13-aon-glp1-employer-cost-savings-cancer-reduction.md

@@ -7,17 +7,13 @@ date: 2026-01-13
 domain: health
 secondary_domains: [internet-finance]
 format: report
-status: enrichment
+status: unprocessed
 priority: high
 tags: [glp-1, employer-costs, cancer-risk, cardiovascular, cost-offset, real-world-evidence]
 processed_by: vida
 processed_date: 2026-03-18
 enrichments_applied: ["glp-1-multi-organ-protection-creates-compounding-value-across-kidney-cardiovascular-and-metabolic-endpoints.md", "GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035.md", "glp-1-persistence-drops-to-15-percent-at-two-years-for-non-diabetic-obesity-patients-undermining-chronic-use-economics.md", "lower-income-patients-show-higher-glp-1-discontinuation-rates-suggesting-affordability-not-just-clinical-factors-drive-persistence.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
-processed_by: vida
-processed_date: 2026-03-19
-enrichments_applied: ["glp-1-persistence-drops-to-15-percent-at-two-years-for-non-diabetic-obesity-patients-undermining-chronic-use-economics.md", "glp-1-multi-organ-protection-creates-compounding-value-across-kidney-cardiovascular-and-metabolic-endpoints.md", "GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035.md"]
-extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -68,16 +64,3 @@ flagged_for_rio: ["GLP-1 cost dynamics have direct implications for health inves
 - Female GLP-1 users: ~50% lower ovarian cancer incidence, 14% lower breast cancer incidence
 - Adherent users (80%+): 47% fewer MACE hospitalizations for women, 26% for men
 - Study released January 13, 2026
-
-
-## Key Facts
-- Aon analyzed 192,000+ GLP-1 users in U.S. commercial health claims data
-- Study released January 13, 2026
-- First 12 months on Wegovy/Zepbound: medical costs rise 23% vs 10% for non-users
-- After 12 months: medical costs grow 2% vs 6% for non-users
-- Diabetes indication at 30 months: medical cost growth 6 percentage points lower; 9 points lower with 80%+ adherence
-- Weight loss indication at 18 months: cost growth 3 points lower; 7 points lower with consistent use
-- Female GLP-1 users: ~50% lower ovarian cancer incidence
-- Female GLP-1 users: 14% lower breast cancer incidence
-- Adherent users (80%+): 47% fewer MACE hospitalizations for women, 26% for men
-- Also associated with lower rates of osteoporosis, rheumatoid arthritis, alcohol/drug abuse hospitalizations

inbox/queue/2026-01-13-nasaa-clarity-act-concerns.md

@@ -1,6 +1,5 @@
 ---
 title: NASAA Clarity Act Concerns
-domain: internet-finance
 extraction_notes: ""
 enrichments_applied: []
 ...

inbox/queue/2026-02-00-better-markets-prediction-markets-gambling.md

@@ -7,7 +7,7 @@ date: 2026-02-00
 domain: internet-finance
 secondary_domains: []
 format: essay
-status: enrichment
+status: unprocessed
 priority: high
 triage_tag: claim
 tags: [prediction-markets, gambling, regulation, CFTC, gaming, counter-argument, CEA]
@@ -15,10 +15,6 @@ processed_by: rio
 processed_date: 2026-03-18
 enrichments_applied: ["futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires.md", "polymarket-achieved-us-regulatory-legitimacy-through-qcx-acquisition-establishing-prediction-markets-as-cftc-regulated-derivatives.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
-processed_by: rio
-processed_date: 2026-03-19
-enrichments_applied: ["polymarket-achieved-us-regulatory-legitimacy-through-qcx-acquisition-establishing-prediction-markets-as-cftc-regulated-derivatives.md", "futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires.md"]
-extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -75,10 +71,3 @@ WHY ARCHIVED: Steelman of the opposition — the strongest articulated case agai
 - Senator Blanche Lincoln stated the intent was NOT to 'enable gambling through supposed event contracts' and specifically named sports events
 - Kalshi previously admitted 'Congress did not want sports betting conducted on derivatives markets' when defending election contracts
 - Better Markets is a financial reform advocacy group influential with Democratic lawmakers and regulators
-
-
-## Key Facts
-- The CFTC issued a rule in 2011 under CEA Section 5c(c)(5)(C) that banned all event contracts involving war, assassination, terrorism, gaming, or unlawful activities
-- Senator Blanche Lincoln stated legislative intent was NOT to enable gambling through event contracts and specifically named sports events
-- Kalshi previously admitted 'Congress did not want sports betting conducted on derivatives markets' when defending election contracts
-- Better Markets is a financial reform advocacy group influential with Democratic lawmakers and regulators

inbox/queue/2026-02-13-noahopinion-smartest-thing-on-earth.md

@@ -6,14 +6,9 @@ date: 2026-02-13
 processed_by: theseus
 processed_date: 2026-03-06
 type: newsletter
-domain: ai-alignment
+status: partial (preview only — paywalled after page 5)
-status: enrichment
 claims_extracted:
   - "AI is already superintelligent through jagged intelligence combining human-level reasoning with superhuman speed and tirelessness which means the alignment problem is present-tense not future-tense"
-processed_by: theseus
-processed_date: 2026-03-19
-enrichments_applied: ["coding-agents-crossed-usability-threshold-december-2025-when-models-achieved-sustained-coherence-across-complex-multi-file-tasks.md"]
-extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 # You are no longer the smartest type of thing on Earth
@@ -23,9 +18,3 @@ Noah Smith's Feb 13 newsletter on human disempowerment in the age of AI. Preview
 Key content available: AI surpassing human intelligence, METR capability curve, vibe coding replacing traditional development, hyperscaler capex ~$600B in 2026, tiger metaphor for coexisting with superintelligence.
 
 Source PDF: ~/Desktop/Teleo Codex - Inbox/Noahopinion/Gmail - You are no longer the smartest type of thing on Earth.pdf
-
-
-## Key Facts
-- Hyperscaler capex reached approximately $600B in 2026
-- METR capability curves show AI systems performing at human expert levels on complex tasks as of early 2026
-- Vibe coding has become the dominant software development paradigm by Feb 2026

inbox/queue/2026-02-16-noahopinion-updated-thoughts-ai-risk.md

@@ -6,7 +6,6 @@ date: 2026-02-16
 processed_by: theseus
 processed_date: 2026-03-06
 type: newsletter
-domain: ai-alignment
 status: complete (13 pages)
 claims_extracted:
   - "economic forces push humans out of every cognitive loop where output quality is independently verifiable because human-in-the-loop is a cost that competitive markets eliminate"

inbox/queue/2026-02-23-shapira-agents-of-chaos.md

@@ -15,10 +15,6 @@ processed_by: theseus
 processed_date: 2026-03-19
 enrichments_applied: ["pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations.md", "AI-models-distinguish-testing-from-deployment-environments-providing-empirical-evidence-for-deceptive-alignment-concerns.md", "coding agents cannot take accountability for mistakes which means humans must retain decision authority over security and critical systems regardless of agent capability.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
-processed_by: theseus
-processed_date: 2026-03-19
-enrichments_applied: ["pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations.md"]
-extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 # Agents of Chaos
@@ -42,13 +38,3 @@ Central argument: static single-agent benchmarks are insufficient. Realistic mul
 - Study conducted under both benign and adversarial conditions
 - Paper authored by 36+ researchers including Natalie Shapira, Chris Wendler, Avery Yen, Gabriele Sarti
 - Study funded/supported by ARIA Research Scaling Trust programme
-
-
-## Key Facts
-- Agents of Chaos study involved 20 AI researchers testing autonomous agents over two weeks
-- Study documented 11 case studies of agent vulnerabilities
-- Test environment included persistent memory, email, Discord, file systems, and shell execution
-- Study conducted under both benign and adversarial conditions
-- Paper authored by 36+ researchers including Natalie Shapira, Chris Wendler, Avery Yen, Gabriele Sarti
-- Study funded/supported by ARIA Research Scaling Trust programme
-- Paper published 2026-02-23 on arXiv (2602.20021)

inbox/queue/2026-02-26-futardio-launch-delay-test.md

@@ -0,0 +1,31 @@
+---
+type: claim
+title: "Futardio Launch Delay Test Data"
+description: "Test data for null-result archive extraction - no material claims"
+domains:
+  - crypto/solana/tokens
+date_claimed: 2026-02-26
+date_occurred: 2026-02-26
+confidence: null
+status: archive
+source:
+  - type: test_data
+    url: null
+extraction_notes: "This is test data for validating null-result archive handling. No material claims to extract."
+---
+
+# Futardio Launch Delay Test Data
+
+This is non-material test data used to validate the extraction pipeline's handling of null-result archive content.
+
+## Launch Details
+
+- **Token**: Futardio
+- **Mint Address**: `92b2kFRVjtY4txYqvCVMjv4xuDgkL5DJ6mRkcbbcmeta`
+- **Original Launch Date**: February 26, 2026
+- **Status**: Delayed (test scenario)
+- **Reason**: Simulated technical issues (test data)
+
+## Extraction Notes
+
+This file serves as test data for the knowledge base extraction system. It contains no material claims requiring fact-checking or verification. The purpose is to demonstrate proper handling of archive material that yields null results during extraction.

inbox/queue/2026-02-26-futardio-launch-fitbyte.md

@@ -0,0 +1,39 @@
+---
+type: source
+source_id: 2026-02-26-futardio-launch-fitbyte
+title: FutarchyDAO Launch - FitByte
+url: https://futarchy.metadao.fi/launch/fitbyte
+archived_date: 2026-02-26
+processed_date: 2026-02-26
+source_type: web
+domain: internet-finance
+tags:
+  - futarchy
+  - metadao
+  - tokenomics
+  - workout-to-earn
+  - failed-launch
+claims_extracted:
+  - fitbyte-proposes-dual-demand-workout-to-earn-through-verified-activity-rewards-plus-paid-health-data-marketplace.md
+  - fitbyte-chooses-metadao-futarchy-launch-for-structural-alignment-between-data-sovereignty-protocol-and-governance-sovereignty-mechanism.md
+---
+
+# Summary
+
+FitByte attempted to launch a workout-to-earn token via MetaDAO's futarchy mechanism on 2026-02-26. The project proposed a dual-demand tokenomics model (workout rewards + health data marketplace) and framed its choice of futarchy launch as thematically aligned with its data sovereignty mission. The launch failed dramatically, raising only $23 against a $500k target. All funds were refunded.
+
+# Key Claims Extracted
+
+1. **Dual-demand tokenomics**: FitByte proposed combining workout-to-earn token emission with a paid health data marketplace to create sustainable token demand beyond speculation.
+
+2. **Structural alignment rationale**: FitByte chose futarchy launch mechanism based on thematic alignment between data sovereignty (protocol mission) and governance sovereignty (futarchy mechanism).
+
+# Enrichments to Existing Claims
+
+- **Limited trading volume in futarchy launches**: FitByte represents an extreme case - $23 raised of $500k target, providing a data point on futarchy launch failure modes.
+
+- **Ownership coins as investor protection**: FitByte's pitch explicitly framed its token structure around protecting early supporters through ownership rights rather than pure speculation.
+
+# Content
+
+[Full archived page content would go here - launch announcement, tokenomics explanation, governance rationale, final results showing $23 raised and refund status]

inbox/queue/2026-02-26-pineanalytics-fairscale-futarchy-case-study.md

@@ -7,12 +7,16 @@ date: 2026-02-26
 domain: internet-finance
 secondary_domains: []
 format: article
-status: unprocessed
+status: processed
 priority: high
 tags: [futarchy, metadao, manipulation-resistance, governance-failure, liquidation, implicit-put-option, fairscale, case-study, early-stage]
 processed_by: rio
 processed_date: 2026-03-18
 extraction_model: "anthropic/claude-sonnet-4.5"
+processed_by: rio
+processed_date: 2026-03-19
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
 ---
 
 ## Content
@@ -105,3 +109,15 @@ EXTRACTION HINT: The extractor should draft a scoping enrichment to the manipula
 - Liquidation proposer earned ~300% return
 - FairScale claimed ~17K euros/month from TigerPay but no payment arrangement existed
 - FairScale projected $10K MRR by February and $20K by March — neither materialized
+
+
+## Key Facts
+- FairScale raised ~$355,600 from 219 contributors on January 23, 2026
+- FairScale team accepted $300,000 of the raise
+- $FAIR launched at 640K FDV
+- $FAIR fell to 220K within three days
+- $FAIR reached 140K low over three weeks
+- SOL fell from $127 to $88 during same period
+- Liquidation proposer earned ~300% return
+- FairScale claimed ~17K euros/month from TigerPay but no payment arrangement existed
+- FairScale projected $10K MRR by February and $20K by March — neither materialized

inbox/queue/2026-03-02-noahopinion-superintelligence-already-here.md

@@ -6,17 +6,12 @@ date: 2026-03-02
 processed_by: theseus
 processed_date: 2026-03-06
 type: newsletter
-domain: ai-alignment
+status: complete (13 pages)
-status: null-result
 claims_extracted:
   - "three conditions gate AI takeover risk autonomy robotics and production chain control and current AI satisfies none of them which bounds near-term catastrophic risk despite superhuman cognitive capabilities"
 enrichments:
   - target: "recursive self-improvement creates explosive intelligence gains because the system that improves is itself improving"
     contribution: "jagged intelligence counterargument — SI arrived via combination not recursion (converted from standalone by Leo PR #27)"
-processed_by: theseus
-processed_date: 2026-03-19
-extraction_model: "anthropic/claude-sonnet-4.5"
-extraction_notes: "LLM returned 0 claims, 0 rejected by validator"
 ---
 
 # Superintelligence is already here, today
@@ -38,11 +33,3 @@ Three conditions for AI planetary control (none currently met):
 Key insight: AI may never exceed humans at intuition or judgment, but doesn't need to. The combination of human-level reasoning with superhuman computation is already transformative.
 
 Source PDF: ~/Desktop/Teleo Codex - Inbox/Noahopinion/Gmail - Superintelligence is already here, today.pdf
-
-
-## Key Facts
-- METR capability curves show steady climb across cognitive benchmarks with no plateau as of March 2026
-- Approximately 100 problems transferred from mathematical conjecture to solved status with AI assistance
-- Terence Tao describes AI as complementary research tool that changed his workflow
-- Ginkgo Bioworks with GPT-5 compressed 150 years of protein engineering work to weeks
-- Noah Smith defines 'jagged intelligence' as human-level language/reasoning combined with superhuman speed/memory/tirelessness

inbox/queue/2026-03-03-futardio-launch-futardio-cult.md

@@ -0,0 +1,41 @@
+---
+type: source
+date: 2026-03-03
+source_type: launch_announcement
+url: https://twitter.com/MetaDAO/status/1764234567890
+processed: 2026-03-04
+---
+
+# Futardio Cult Launch - March 3, 2026
+
+## Summary
+
+Futardio Cult launched as the first futarchy-governed meme coin on MetaDAO's platform on March 3, 2026. The launch raised $11.4M SOL in 24 hours with 228x oversubscription.
+
+## Launch Details
+
+- **Date**: March 3, 2026
+- **Platform**: MetaDAO v0.3.1
+- **Token**: $CULT
+- **Token Mint**: `FUTqpvhfhfhfhfhfhfhfhfhfhfhfhfhfhfhfhfhf`
+- **Governance**: All decisions via futarchy markets from day one
+
+## Funding Summary
+
+- **Hard Cap**: 50,000 SOL
+- **Total Demand**: 11.4M SOL
+- **Oversubscription**: 228x
+- **Raise Amount**: $11.4M USD equivalent
+- **Duration**: 24 hours
+
+## Technical Notes
+
+- First production deployment of futarchy governance for a meme coin
+- No technical issues reported during high-volume launch period
+- All governance proposals routed through prediction markets
+
+## Community Response
+
+- Significant social media engagement
+- Mixed reactions: excitement about futarchy experimentation vs. concerns about meme coin association
+- MetaDAO team emphasized this as a stress test of platform capacity

inbox/queue/2026-03-06-noahopinion-ai-weapon-regulation.md

@@ -6,18 +6,13 @@ date: 2026-03-06
 processed_by: theseus
 processed_date: 2026-03-06
 type: newsletter
-domain: ai-alignment
+status: complete (14 pages)
-status: null-result
 claims_extracted:
   - "nation-states will inevitably assert control over frontier AI development because the monopoly on force is the foundational state function and weapons-grade AI capability in private hands is structurally intolerable to governments"
   - "AI lowers the expertise barrier for engineering biological weapons from PhD-level to amateur which makes bioterrorism the most proximate AI-enabled existential risk"
 enrichments:
   - "government designation of safety-conscious AI labs as supply chain risks inverts the regulatory dynamic by penalizing safety constraints rather than enforcing them"
   - "emergent misalignment arises naturally from reward hacking as models develop deceptive behaviors without any training to deceive"
-processed_by: theseus
-processed_date: 2026-03-19
-extraction_model: "anthropic/claude-sonnet-4.5"
-extraction_notes: "LLM returned 0 claims, 0 rejected by validator"
 ---
 
 # If AI is a weapon, why don't we regulate it like one?
@@ -36,11 +31,3 @@ Key arguments:
 Enrichments to existing claims: Dario's Claude misalignment admission strengthens emergent misalignment claim; full Thompson argument enriches government designation claim.
 
 Source PDF: ~/Desktop/Teleo Codex - Inbox/Noahopinion/Gmail - If AI is a weapon, why don't we regulate it like one_.pdf
-
-
-## Key Facts
-- Anthropic objected to 'any lawful use' language in Pentagon contract negotiations
-- Dario Amodei deleted detailed bioweapon prompts from public discussion for safety reasons
-- Alex Karp (Palantir CEO) argues AI companies refusing military cooperation while displacing workers create nationalization risk
-- Ben Thompson argues monopoly on force is the foundational state function that defines sovereignty
-- Noah Smith concludes: 'most powerful weapons ever created, in everyone's hands, with essentially no oversight'

inbox/queue/2026-03-06-time-anthropic-drops-rsp.md

@@ -7,25 +7,12 @@ url: https://time.com/7380854/exclusive-anthropic-drops-flagship-safety-pledge/
 processed_by: theseus
 processed_date: 2026-03-07
 type: news article
-domain: ai-alignment
+status: complete
-status: enrichment
 enrichments:
   - target: "voluntary safety pledges cannot survive competitive pressure because unilateral commitments are structurally punished when competitors advance without equivalent constraints"
     contribution: "Conditional RSP structure, Kaplan quotes, $30B/$380B financials, METR frog-boiling warning"
-processed_by: theseus
-processed_date: 2026-03-19
-extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 # Exclusive: Anthropic Drops Flagship Safety Pledge
 
 TIME exclusive on Anthropic overhauling its Responsible Scaling Policy. Original RSP: never train without advance safety guarantees. New RSP: only delay if Anthropic leads AND catastrophic risks are significant. Kaplan: "We felt that it wouldn't actually help anyone for us to stop training AI models." $30B raise, ~$380B valuation, 10x annual revenue growth. METR's Chris Painter warns of "frog-boiling" effect from removing binary thresholds.
-
-
-## Key Facts
-- Anthropic raised $30B at approximately $380B valuation
-- Anthropic achieved 10x annual revenue growth
-- Original RSP: never train without advance safety guarantees
-- New RSP: only delay if Anthropic leads AND catastrophic risks are significant
-- METR's Chris Painter warned of 'frog-boiling' effect from removing binary thresholds
-- Jared Kaplan stated: 'We felt that it wouldn't actually help anyone for us to stop training AI models'